{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import IPython.display as ipd\n",
    "\n",
    "import os\n",
    "import json\n",
    "import math\n",
    "import torch\n",
    "from torch import nn\n",
    "from torch.nn import functional as F\n",
    "from torch.utils.data import DataLoader\n",
    "\n",
    "import commons\n",
    "import utils\n",
    "from data_utils import TextAudioLoader, TextAudioCollate, TextAudioSpeakerLoader, TextAudioSpeakerCollate\n",
    "from models import SynthesizerTrn\n",
    "from text.symbols import symbols\n",
    "from text import text_to_sequence\n",
    "\n",
    "from scipy.io.wavfile import write\n",
    "import soundfile as sf\n",
    "\n",
    "def get_text(text, hps):\n",
    "    text_norm = text_to_sequence(text, hps.data.text_cleaners)\n",
    "    if hps.data.add_blank:\n",
    "        text_norm = commons.intersperse(text_norm, 0)\n",
    "    text_norm = torch.LongTensor(text_norm)\n",
    "    return text_norm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## LJ Speech"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "hps = utils.get_hparams_from_file(\"./configs/biaobei_base.json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "net_g = SynthesizerTrn(\n",
    "    len(symbols),\n",
    "    hps.data.filter_length // 2 + 1,\n",
    "    hps.train.segment_size // hps.data.hop_length,\n",
    "    **hps.model).cuda()\n",
    "_ = net_g.eval()\n",
    "\n",
    "_ = utils.load_checkpoint(\"./G_1434000.pth\", net_g, None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.lib.display.Audio object>",
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BvcJzwruC6YM+gV8ANT9evuR+HP4cPuk/Nf7H/7SANn/rf8p/9L+xv0n/x4EngLRAIkBnQJeAi4ASf6z/vv/pP0YADcAOgBP/xkAAAHL/5wAA//c/uT/qP/g/hQAT//z/gIA8wDwA90D3QIxAOEARALP/yv+Mv3k/MT+NgHS/pX8ufxxAdMDEgCt/cAB9gbwBIoD0wLgAWX+kfra+bX5cPcO9nD7eQITBxII7QXWByILzQf1/1j7C/vN+zj8vfpI98b56P7h/3r+/v1hAHkD2AYtCIkFkQTGBeADwQHC/Dj3e/cw+7X6RPnW+i//4QNCA58AjgPwBfAEEgMtAR8BVQISAbn90/xd/dL9GP/T/l/+mfzg/HoBzAKNAToBvQCvBPUGsQEK/nH94/wc+4b5Yvo3/p4CQAV4BXMFCwR3AjkBAvwd+oH8of1T/koALAJHBBAFQgKGAPr/8f0N+mD5hPse/B/+HwHPBFkGAgdJBy0F2gIGAW3+1/tv+Wj5MfnW+Ef/2QM7AmQCAwOkBUkFkwK+ApgBdQSFAzL/OvsX+r/5PvgV9uL2K/sd/7kDrQX3CFULpQoiDCAJFQIf/3/8afkK9ozyzPQ3+R381v52AWcCogMjBtIHagYmArQC2gWUBGoCRv3F+lr7u/rj+aD5Nvmr+nL+NwALAPQBsQaECnEHPQe8CMIIbwLD/279c/mE9fnxa/VD+Tb3h/gO/28EjAfLB+8KJQx1CEgGBwTX/t/78fiZ93v53fj2+KL7IQBnAYcCSATmA3EEowS5BFkFDAMl/vn+EP7D+zr4cfen+lr/+/zB+B4AbQi3CVUH2AfeBZMBl/+W/8/9WPlr9jn4FfvC+hf+8P/rAO4EGwijCHcF3gaeBkICZAHK/k76uPpk+zT5jPkH+r/7rvy1/V3/tQH0Bq0KNwrWB00GbgSJAs/+MPw7+3T5QvzR/Ff6Jfqi/AD/tgBeAWQBOAR4BJcEigRvAlYBJ/+o/YUACANGABj+yv/Y/2T9LvuN+nD8dftA/QYBlAGGBDEHhAYtB3QFjgBV/lj+3vwB+d347Pk1/B7/XAHcAaAA0QJnBBUDTAMQBO8DIwN8AsH/6/ow/Or8MvlH+mf+DQDF/LH9t/55AA8BSf9RAucElwT8A40G7giJBUcC6wAm/rr6/feu+DH4R/R59iP62fxjAJgFPgg1C3sO5wvjCeUFAAHq/hb++Pn59ib0kvSO9db1t/sG/y8BmgS+CK8Mog2DCVIEHwQVAo/82/Yd9VD2gfeH+Yj79f6/AUwExgh6CMoD1AH6ATkEvQN0/sv9igBm/zf80Pcr9vr6ev6VAIUAYwH0BF8GGghBBvwC9P/+/10C1QAf/MT4VPkD/Pv8NPuu/WcAlQIiCG8EhQKsA2sCIgMwAC/9bv6j/+79aP5K/X36l/uN/t8AkgGcBYcFWgPQAXwAAwEmAWj92fh7/D0CzAIkAUwBXwEdArgBCv38+6r7Qfw4/Ln+PAEIAvcD+QMbBLYBMAIZBB0Esv+iACwDnv2D/IX65fZ+9xX7SPzE/TwBrQQDB8MJfAxABO3+qfwS+QD5NPeC+ET71gCZBnwJqQfjBgIIbwKx/Zv60fcN9iH6TQHrAQwB0QHbAs4FYQPQ/mD8bvvX/QgDqv5P+ov9eQGIBIoCngGaB+kH9wKZAfH/3/9N+1z5Dfss+gr4i/nnAboFswXgBhQHHQemBvb+VPte+5n2JvRG9GL6yv/1AWIFxgaZCbQMhwvuBswCdv3a+kf6aPjV9yn2jPbN+sH/+gFCAKIEDAnTBj0GVgf3AoUBnwDV/Tv8u/qq+yYCDAIo/LH67/wj/yD8g/5vAdgCvAMBAyMFngVaAQX9V/0G/cv8Cftq+Kj/sAXdAwcCQQIRBM8EfQDK/cX9u/yGAIL+5vkD+CH7JAJyASn+igOOCYoHlwazA7cBP/uQ+ED6HPng+K744/2GBEMF/QLWAvMEMQXpAU8BPQRpA6YFKQSU/C/4OfoM+HL0DfTb9gH84wEmBukKSQwdCy4KQAarAwkC2f1E/UT7ZPnH/psCs/1//vb74vqe/GX8qPlG+SYATQYbCHML6wuFBvEEngO1AC/4LfRM+u74+PSb+bD/WwOPBQIFaQSEBtkGGgYdAlH+Cv1n/An83fbA+L/6/PvTADkE/gX8BnsGeAbDBn0BYvzC+JT7XPwh+3D8dvyO/zsDr/9w/X0A/gGFAyUCpAE8A68C2wI3AigByfp5+kL+Gf9N/h/9Vf//Aj0G6QRYA0cBC/2D/0ECLv5W+cr1zfrBA1ADC/9p/lEFPAnaBtwDjv8s//8BkP9H+jT31/qv/u4A2//j+8r9XQP9AUT/Gv8rAIsDFQkUCScE8QPvAdH+bfx49rr2DvrO+s35Pfy/A7gHfQXUAToDiQZgBq4FDwM2AFr9wPkP+mb4f/Ry9hH6TgAFB5UG7QRLCBIM+wgWAk//pQH0AQj9ZfZM9qj2sfYn+8P6YvxtA/oHaQi2ByoGDgS0A20Duf4V/Eb90vov+kz8b/yp/L/+tgJzA4cBlgPNBEoDhALeAAAA7frt+sb+vf2lAS0Erf9g/5X/UgCz/nH5rfwj/+sAmgJBAOD+XQN4B5oGtQHWAFMEeQUVAnL5+fej+0D5Kvg8+eb4Y/1yAu4ElQYtBT8G2wxpDG0EOQDV/e76s/iO9hb2nvQq+YkAmQRwBHcBOwT0CpkKVwYRBR4EvQEC/nT6fvnS9iz3/fmn+zr6lfkrAMsBLAH8Am0FDwmOCLQH8QvzCl8FzABd/qP7HPRn8Hbz3vOH9v77q/4kBSQKwwskDHkLNwfjAPkBNv/Y+eb3zPf8+u3/Uv0I/XABagAoABv/gv7gANUEcQQ5BH4FYQFe/UkBwANE/b/4a/mb+o37Xf5xAfUChfwa/3QJxgd6AZX+MP+DAd8DWAHi+Ir64v8y/lH7BPsz/E8BmgalA0MBPgMDBG8Bwf50/Gb+swC5AXD/Av6AACABPwJ+/kX7qf6t/53/V/7u+9/9qgB0AFwDuAUBBWQFfwV6Bf8Cgfzw93H52vh++MD9TQD6/3b+XgCWBgYCkP+cA0UBxQBLBUQHTwRsAjUC0wIY/IT0JvGY9Pf6efzU/DUCHQtLD84LrAYrA0gAov/i+1T2Qvcw/Af8Rfz8/538Mfmb/r4EDgTX/3ACzAeYDpoJ7AOLAu0D5wJh/GT0OfOp9rX4+vrO+g36DABSB/kGpQa9BwAHyQYHCIMHLf2T+4UA/f/J/FD22/c7/aX9BPt6+qL9RARtBp4GUQW4Ai8FIwjNA/j9svkI+BX6HvtT+fv42P5BBpUCtv8qA08DEQNeBZQEev49/V0BggAK/k3+Pf3e+Q/8t/4W/tD+nv6AAA8B/fyD/O0EZAr6Beb9yv+nB+AGAPlq9Z/6Df1J/H7/bAJLAJH+MgJNBOj8IPqOALYFxgZcAzwBUgMjAQz+z/yq/ID8MP7RAZwGoP90+Sb9pACoAYX70fyGAZ0CXAYsBMYClwa6CL4DKP4n/dH9DPwj+1H3+fNk9j77wgAYA14GVQdtDR8TrQwQBCIAwf46/mf7h/cl+FX4GPpp/p3+APvd+sL+SgPSBCf+jADXB5oOQQ7GApUDdQFj+Sn5aPgu9k32ufYN/fcBnACAAaoFngipBwoBav6KAzwE9fvE+Yn9DP66+g/5dfx4/Zz/zgBFBY0K3Qd9BW0ElgDr/pD7efhu+6n48PlGAkUAlPzY/mgDwgGDAMMC0wETAtsCOAZsBdT/kP6R/sb/OP94+N70gvzWAPIByv2f/vIDSgOQAz0FygLcAFoC0wFfA7gD4vzv+3T8+/iB9l32CfrE+sz+RQi1Cq8MnA8XDnAEzv2K/OX6+vdB8cv0J/23/2X83PufAm0DZwGAAmMGaQkrBRUEjAh9BPj5mPXn97j4YPfH87v5rAP1AacDlgpEDQQLlQoEBykAi/n0+Sr6yvQ59a/5ff2F/1cDOQblBg0FgQQ6BcgA8P3O/T/9qPuq/aEAhv8HAOcCkQOQAoH9H/wd/xX9tv7XA/MD0ADh/zwBnQIV+8v2dv+KBLUCUv7ZAHsDDwLKAUL/cv2Y+zT+YgNfApT+xvxR/eQCyATX/2kALwGKAQgFTP62/en/yvv7++j+kf7p/aH/WwBEAzv/YP0IAe8BAgMiBV8IywCo+pP+UP8O/Bn8rvx3/FwBXwf4B0YECQLOAMIBXf+U9874lP3s/Xr66/6KA6ICrQAr/yf/g/5OAoEDzgKLBfMMwgvTAXP+1v0j96LyxfRk9Zn2GPqgAQsIIQ0yEqcJ0gUABPz8+/nP+KD4i/c4+GT+egP6/2//nwN4AWQChgLg/ocAAwVEBZcA1P0sAP7+pPzj+1/8Zv73/dACwQnhBUr++v0PAGUABf7W+93//P/UAH4D4/6x/Kr+yP8M+6L68P1W+23//gVbCIAFYAQ2CHQLOASy/FX7f/cb9if17/gT+Yn2zfzSAvME4wTxBogI2glvBq4GzAdlAH7+Ivuu9hT2rvXA9Tv0F/isAQsFeAbOC34MTwmmB+8EKARGBBL9X/nI+rz5pvX88kL4b/pX/BsAQwVgCtgKbguVDTYJ4P1p/Cn9L/iw9fnxRPcQAXv9CP9gBdUGfgkxCjwFlQGoACT/DfvQ9YD5l/4J/gb9LQBTBL0HSQXY//L+OQEeA/X/4fth+1wDxQRh/Gr7NAGkAmoByPzJ+m3/bP9kAAoCRgBa/z7/a/+xAoYBEvzYAVMIbQbpAWYAmQCp/GT8dvut+UH5J/6sBLwD9wGZAGL/ZAFnAYX/hf8v/F/8TwV0BcABXf0X/kAB4v4Y/bX8Nf/kAKsDIgLdAO4BKgPu/g379wHVBTv+KPol/oT+DgOV/CT0iPYo/qMBqwEKA+wFbA11EEoMFAQ1/CX68/i598D1efNf97IBYgThAvcEjwSZBwQHhAW1Aqb9mP2//gD9t/u5+ur5ifzAA4wBH/gx/VMHaQXlA9YAUf6tAKQBhQJBASoCTgVKBUMAnv0j/QX5KvmI9n/xd/QW/XcGIQohC58N3g3wCCcDNP7V983z4/Kj9234ivsuAeIHygzUCvwKFQ/nBkP+GP19+fz0xu9z9/n+4Ph/9In+NQaAA9YDDAcbCagJtArzBHn9Uvtt/6T9OvgP+a75o/1PBjUKAAcmAk8A/gX1AYn1ce4T8DT39/yu/ZIDKQyXE5wSWAzUC9ID2f6x/w/2Juph7MH2Q/8g/cb6fP72BzAQ/wp6A58CtAKd/3b8e/pk/N7//wGeAFb+PAFZAyz8XfYN/TD/VvtN/fQCOQiFBiEEgAMYB3YFAP4Z+Mf5of4k+/b2l/Yw/Zn/wfrJ/osKtwrSBt4HMgc9B28Aifob9rX28Pj49un6ZQBRBH8IpwqBB3sDHf8A/u/5gPPm9ez6tf1wA5EGwwNgB4oLZQWN/ur/HgE7AKb/c/+c/yX7b/im+bD7VP6++7v8CQTVB04IQAnHAaMBWARiANT64/ol/dP8hv3NBUkHlf6X/QUC9gO5/C/48Pus/RP7//qA+9wDEw30CY0EhAS2BccGg/4i91z22PiZ+AH2MPw8/o//jwe7C+AOswwDBcYEQwO4+Svywuzo7x/zVfag/bICbwh5D2QORg0XC74FpgU9Aqf7GPYk9aj3HvmE+bn1I/nPAEUF+QQVBZkIqwqnDFAJFwXS/3L2TvWr9wT3QPMe75T6VQtLDjQJygXsCzsNDQivADD2L/Tr+Dz4APbr9QH7mQMsDMAK9AOgA0QIYAQd/FL5A/kE/RYEtwL2ALEF6QEK/2D9jflp+1P8r/3i/IP9Xwb7CP0FVAFTALIDewIiAbj/xv74+vT1CPiP+JT25/t6AEMH8w+pDboHgwalC+sGwPf38Sf51/2o+ZPxVfQB+K/7jAVYAxAEFww3DiwPlQ3qBAr7rPjV/Kf1Q/AS8332UvxoAR0BTQKQCcsOTAstBiYH+gWM/pn6g/np84Huqva++6z6lwTXC7sK4wgmBqkGvQJ4+pz4qfeP//4BN/vw+/sB9wXqBK7/e/7O/8kA2P+o+ej6KADD/uMDoQZDAtv/t/9WA1MDNvm/9/cDGgQwAdkA0wGMAAn8aPzq+3f5X/uu/UAGWQuABOwBMAk1CowD//u792H4JvVH8ojzSvae/7cGUwpFCi0MyQ7pBVr9ZgDg/yf9V/xw+QgB8ASnAQ4BC/y19jD2zPUk9lL1jPzFBkIJ0Q75D8cP0ROPEaQBM/Po82TxSe1U7ITsBPb0A8gGnAoxDpkONBBPCoIC6/4Q/e/3HvdY+IX2n/YR/vkBugV0B3kCXP+pARIBQgAOArn7w/w3AGgArgQIAjz69P2ZB3cFnvsg/Wr/ov9u/635H/X7/xsJJAMG/+QEWQc7BuUAp/x8AHUB3f3a+LL8hv9c+Tn9/QKgAfIBNQGcBN8Faf+I/c3/iv8K/+X+EgBPBPICzAHsAbz9TfzK/JL1kPZb/0ECnQbkAw4FOgr3AZcGXQeh+Kf2bfwW/+770ffQ+2YGpQKO+xv4QfxZAocCq/5eAoUK3glYCGsGhf7U+Df2lvPP9fr2yvht+w0HOxNtB3AAuQjmCzEE8Pgo+XD8YP8n+yX2pfhxABkDhgNIBP4DTf5B/vsFPgUH+q73xABmBT4H2ABa/JcDcgu0Bn/3WPqTALX/UP50+dD3SftVAZcF1/6P+zUD/gaACpMHuPvw+CMDMweoAqv4b/eD/gMDvf5J9sL7QQlGA0L/DwQ8Acv+ewGpAwf+nPfQ+LsAAAR6AG/+bP8RBFAD7Pxv/o4CQgCP/CP3PPbA/9gE/QehBb4D1AraDAwBHve58Zfx7vXb+5L9Jf3YAoIMvAlQAekCuwGvABEE7gI1AsUCrf2a/C79U/rI8wz0E/75BaH8mPmVBvQKYAotB2gJdAloBRcBAvmz9yP47vPg87z4aPso+98B/w1FChkDrAOxBwIJFQRs/fL+dAptBz/9pwEeAbDzDvLs9ir51vaB85n6twfRCnQJ3QsPDKoPoAsr/sr72Prx+A34YfcAALf7pfXp/kIHygRZ/ov5twD/BaYBOv7OAQAHAgpSA4r88P4X/j75dvV99Tf5SvxA/p4BcAMJCQcJfgd5CXEEAgL3/f72x/uL+6f1Mfqi+av7HgbNA6L9mAKWBcL/lwCqAb8DBwU7/xYDpAJc/vv/Qvn9+kYClfpm9GgAXAmzBmz/ZQCfBIYACf6z/939bf6RANT92wO/DJQCs/3DAboBEvul8+r0t/ap+YIDYAUTCZYSVhG3BDcBe/81+jj2w++28LH5mwPaAYD9sAQOCfQINgQtAqkG8AGK+z4BpQGM+tP0uPa4/jUBGvgb9rkDyQmoBZ8DnAuNDXMNnwqG/bv2Ofu6+o7yN+9g8wn6y/12AiUGFgjGCLIJnwt4BhsDGv5V/LP8nPcs+Ar7d/4K/2b/BgQWBucCdAAsA70GtAVD/7/6GPyj/Ir6UvWL90sCZAmSCYQDhgNSCLsEcftG9Jj0P/nR/vQCYAP3BpAH0wI5BgYGAfww9pn2Xfew/fj69vydCK4KMAcuA9UCHwTw/ff09fl2+9r2efxYAlcHFAlZCfwA2/md/Tf/rvbK9Mf+wQN9BKwIhQxJDLgIX/1Y+D/9SPZB8NH4Lf9z+wwCLQpQCYEC6fxb/XT72fsp/vz8PgCEC+oONgQiBCALq/8w81nzP/XE8nryqP2ABOkJ9RGaClcMZg8cA0/5F/i0+S/za+4x9h0CcP/A+l4DWAj9CZkGrQACAWsE/gSG/tr8if/s/mX/K/2u+Mv54f7YBKwJIAa6/usB1QnMBUj46/f5/xb4+/Ka+dD7M/z+/mQH+Ql/BvQHCQegAtj/y/sB+A/63f1pBmkDrf3KA5EFQwFj+g79Ufwe9Jnzd/iV/7IAcQFEBicNYQ+wD+IK6wDpAcT9B/QF8Izx6PQ38tz0HgMnCaUJ4g5nDSYI9wl9ATf7OgNbAtz3sfTO+2UACPrH97n4QP+XAkT9SAB9CZ4M4AhTBL4ArQMlArb6k/xY+P30vf7F/jX8LwCIAv0FzQmEBScAfgEJBNT9UfS2+NcBPAAA/EH8HQTtDPgHOftL/ccFwwiP/ZL2B/tiBZ4BGfhC+qcBvQE+/yz9+/0UA3EA+wK1BRAEFf8g+1b89QL3AH/1TvwVCGIJlwStATEEbgNj/n32TvaL9EH1dvpBAQEI4AelBQEKkww4Brb7/vD88h78xfkd9lz8QAz7D8ADrgSHCWYJO/7A+KP32Ptw+wv9xflR9VP9swLNAsEAIv37/1sRXg1MBDEA5PxH/04C/Puo75L3FQWNBpYBXQHCAzQDmwSQ/cz5Svlz+4P3RfzvBkcFDArpDPkNgwrkAKf4ofMu7Knu9+9U7pT5sAi+EzQYoRjvEAgLuQiHABzxReLT5PfuFO+5+HoH3A3xEhkVNw31BiQF7vwx9KHxmfNr/bcAYP93BmwINAVvA0H++/yF/UX6vPnF/KEB7AKuBREKKQ3jCHYCLvtj9iP5Pvnx8NjujvsSCZ0IKAI8BigHEwN2AAn9P/rH+3QEPgq3B0cCbgPbBGsBWP7d9rjy3vaU/4oESv3m+6MFSgYTB2MDLveZ9YkDOQHT+q0BygjPB14HkAtYCMUEowGT/OD0pe4t767ysPhE/6T71ACpFVMZkA3tBtkDuQQQAXrzketT8pT9uvyZ9Vz8UgmHCXgCvQPKCMgEY/6b/uX/nPwr+p76PP8LAl8BzvwRAAYI6QSA/Bv4+PtJ/tn3EvYm/iwFowc7CjIHYQaWCbsDtvoE+dz5xfJR8Zr2Jf9ZBpYEaQNZDpIOvwGo/l/8IPkq9sb3Ef/dBDACgwNZC/wJrQDi/Lj87fsm/Bn3MPa8/bj/gv7h/8UEnQfZCO8HeQaaB10GRfjd9QYClP1i86n2i/3jBCADdAIBCtgEJP51BGsFjf1Q+DD8LwPOAL35uvMr+4IK/gYF+/H8VgWrCGEEn/zx/QAE3gOr+xj95wAr/jL+XgCQBM/+xPd9+0gFuP+99D31yf93CgIFrvz4AgoQgwqG/lX8aADh/9H+gfu+9y/8fQItAMz6ffvH/IL8IP8dAyMDRQDNA/QMEBFAC5D/pfq+ALL6xu357UfzxPj1/8IE5wv2DlkKhQqGCn8BmfmG9OD1rv20+czxbvyjEC0P3gIABEUKewbW+Q7wne9h+tr6avcPAjMOnQ9MDFIIhwNdAnD/B/uX9/34tf2I/e/+fv4W+/n7dPyI/XUAOAQTBfoHhwk5CQsICgQk/O/7z/3e927y6vDp9XD8XvxKAI0N7hOrD/oK7wglAJj0V+807J/v3fJF+SkCTQ6eE8sPdQpXCqwIwvz17+ru4fST9HT30f0FB7ALrgwoCxEIBAn8/5T2jPac9iTzrfSL/Iz/RgM5CkoKXwXZBf0DDf/y/k7+APvnAWgGqANjAF4BhAP3Akb6SvPw+Cr88fuE/EABawjLBWgFTQ7oCDr9YvdY9zb7//Sk7vj2fQAABM4KuQoCDG0Q9wxXCi4Cg/ZA9k76q/Ol7hTx8fUwAb8GEgL9AnQKowyDB7cAGgH2BP0ENgDWAIb/DP1E+Dv8Mf4Z97P0jve0/VwDUAKz/40G2gzbC+AHdAheB/ABJv1l+hT5G/Yw8571jvol+pn8ZAOSCg8MiwqjCLcFRgRz/dv3jPme+yT5kv0VBOQHvgYAA78Amv6G/jzzAu9y+JX7VfzlACcHtApSCg0K6gmP/X/0M/Sl82ry2Pcl/msC5BG+F4wOXAdHCNIAW/SV7WXp9egF7qn5Ev4iBlIQAxTUEugQDAoZAkb9qPcZ8VTvmfVp+p4AqwhcDNsNnhGwEEcEZfik+Fv0I+rH66n1NQEbBjgMzQ8dE3wUixBXAjL4IPeY8tDvhu+A973+mgJvCTENdQ1aCHcCO/7D+3j2bPJF91AAxQRtA80Ilg3yCj4Ee/2p99H2KvNJ8NvzYvnWALMCtQQqCzMMzgqTBtwCz//I+UH5S/sz97n0rvrDAccC+fzP/WQI4wbw/an9UAjPCeUCgf5cAZIBMf8m+zX2RfhX+4b8Ov93AYYI2AizBQoGdghFBcsCUQE5/+n/hf8dAGMApP2M+Kj6Gv7L+fbyd/T3/MYBjANRBX0FmgyyD2oEIQLWBSD+QvjA9nn47vvq+Uz8QAk/CFD9OPpg+hj6pvZx89b31/zuAxQNVRLgErUQdgs0Bsf9H/IC6d7mSPAO9prw6PWdC3oZ4hiHDr8MhhUoD3H/xvZX9OX0iPFt7Zj4dvtf/R8FTgcZB0sDq/1sApQEDf7L+0IBJBCMEkYJGwjhB98Cnfl97AnmC+fG6M7st/b1BfcPVxVvGF8bTRRHC6D+6PWQ8ILpJ+nS7lX59gReC1YIHwv1DOYByPdj8i/uCfH0+YUCfQ/MGC8cnhfHErAMN/q/6AnkF96c233mB/A7Bf8aFR9EJbUt2SZ5FvX+9e0D6IvgE9ns2jzppP0FCDUQHRYyF3MUeRHCCJ3+CPim9mn3Lfgf+7b9YwGJBP4D+f+R9anyY/eb+Bb4RPyrAdgLdRD/CVwDa//1+u34XfML7wv2dv/FAzUJfg6HDsENpAg5/873W+0G5yfuVfTV9uz/cQo4EssWFxhhETIK+gMa+p/yofX79oX3I/7oCLQSsBbSD6sHQAR6/t7x8eds6CrqG/JC/g4GHhHPF30WqxbqEFgDJPVg7N/ne+PI5uLuE/hOBHIQuRNEFEoUiQzZALD54u6j5dPlpOzd86z7wQW8DGMQaxNdDXEBWPrb8qfqDun272T0bPriBDUONhWLFSwSTA+uCscBzPuy+u74qQDOCv0N3A3BEg0QTgkNBKr5Hu9l6VLsauvJ7lv6lgJkC3YZ7Rt4Fp4UlAzCAiv6fvAQ5yjq9PCj8oX/Swi0Da8R8xH5DLMBc/aS6wvpGedX5ZXpiviyAvoI7A3tEEYNkQ59Bq72c/OF8SProulv8FX52QKGBVgLbQ8CDk0HSf9s+rD0u/XZ+lEErQwNF2EiBCfJIdAW8A1aAanuat6I0wbXIOGu6wn0ggVdHL8q6CYbIGgZQxAlAlXyfOmT6L3tkfHJ/1oLGAztDNIMCAgk/Crwj+km5hrnfuwP78T9TwuvEokThhTUEb4JTgG385ju+uf14vHh/+nC87f5CQB7CjwSOxM3ERQJQQUl+23uHu2T8azziPq9B3IUBiMXKWUraSoeJZQWqQLl8AnkL9qhz/3PEd1K7CPx4v5QEQ8eASAeG9obkRzFFjMNuQVhBgsHcQIy/8b7NveY7/Ppf+EE3N7cod5J5XLxzv/LDBgaLiUXKjwhCxo5EB4ExfKX4traJtks3KHfXeqv+M0CnwkOECcT1w9NDG0Ijv9/+cz1H/J8+QsBgwNWDVIcsCBKH3Yg4BwGEVID4Pgq70vnCOLo3o3kE/N3/AQEJgsXFsMb+RWND8MK/wMT+7P0P/UD+df8lwNfCJUMpgwrBSn/u/oW8lznOOUv6V/t9vLo+QkBRgoSEBkJUgfmBTECFfvY8/j0yvon+vX1IvvK+tD9wPig9q33zvey9yv75Pxz/d8CDgZnCyQRCh05JAQkRyY8KXwhgRAIA+T1vuVg0kDMbMyGzfHZRutu/qgUbCnEMbI2dTAdKlccIQu//GjzX/CC7UDtW/Et9d3zFfMq8RHt5OiT697tdO81+coEHBBvFg0b6R1gGikSWgVI9jjqbeG61snUXNjp4ynwZPceBqUSExjRGwMZIxKdDYQBT/bs8A7ujPD09v0FwAquEmYiMSYHJOofVBeaB776FexT5DXgrOId6MTvSwA9C84RQxSMFoYS7wy/Awn7APyF+kz7vQJ8C08TXRc/Fu4PXwmN+TDrdt/F1zbTGtc64KDv3P0cC+gYEx+2IFEasg4gBdD6OOsG4pLfBuWP603toPeIAxgI8gc8B6oCQ///9p3xL/JH8Sf57QMHEaciBS31K48w6TEqJHgRU/kQ6U/ZGsyPxOzIeNhh6Vb9hxLkKok0kzjNMjspvxrpBl/0DuZk4PDfz+XP7+/+JwnVD9wPqw29B1z7OO/L6cDm/OeO74f5hgQ3D0EWKBbIEbELWQGS8cTm2uN14QPiuOgj8vb9kgbVCbMLug3HCh4FMvsy9073ovTQ88D4ygARETQcUR2rJj0pvCVUIN8UPgLI83DnMN1H0wDO1dSO3AjpLP0HDtgd3y/GN803uzN8J6EcKgsJ9/Tn291L2pXY5Nhj4TLsE/WG/l0FFApaDWcNHwwzCuEJIQmMBogEcQUHBHP7VvVJ77vsvOT+3FXeL+b87qz2Nv6ICawWHxl8F1sQaQwNBMv3OO6z6FznGupY9JEByhI3G2YsODs8NxAqOiP5EMr4YOSszpDGzcaqzRHZpumMBBgcuCnsM/82mTECKAAXyQOE9IPoHOT/57vuqvNZ/7MIjQuwBkoAQPpn88HryeiD64fyAv5vCOAPQRVnF5MRqgbk+rPwROaJ2wDet+Va7QH5jALcCvkTbxJODLgG4f5H9vnvuOzF777yy/gYATsLYxgCG8gduyftJbkXpBS5CpsCRPcQ6E7kn+JS4Wbi4+VM7X8AAw0ZFMseICd2LLokAx1fFA0KIPwT8yzqk+j+6OzpJe/N8rD3j/n7/eYAiQBL/w4ATAF7A2kFxgPUBH8EmwQgAM34IPKr7Dzqm+Zw6J7rcvLs+oEBBAfHDJ8OVggOBwsC0vqL9rr1D/J6+CQExwYFFWMcoR3rIuMlwxsnFkYKsfmR77nj7t172NLcjOYW8hr+KA3XGJAk0CsSJ1kiOhp0D/gG+vbZ7frrCu3W7cDxSPSK/ab/TgA7AfH7i/v3+eL2DvfQ+Dj7if8tAykFKQfvAwEDKwGP+gT0Eu8h7vDufezm6Afy1fcG+dz7ugBFBgcIVgbLBeQHQgZzA3//gwNjDXIP4hLoGbAbmB7YGyASJQlaAIfv2+RQ2mPWhddE3Lzo8fb1DEEdPSiKMn44ATReKY0drAwYAI/xAubo3/DgCuVy6D3u8PPn+oz9w/2x+6n8V/7O/NUAkAbxC9YN9hHjENAKdANJ+V/vRuQJ3QHZ493s5azwxfoeBbIP2BayFTAMvgUG//TyC+uT6MzmD+85/PgI/hN4InwwLjatNVIq0hwOEaf8xuTz1kfP2M8N0IfZjeoT+10O1xzGJn0tXy9CKXQevxTNCxsAMvW38qbzGPaI9M74MPpH+yT2BvF87x3u1ewE7p30FP2uBAAKlxAoEeUQ2wtxA+D8Z/Rm8TztCO4P89X3a/wrAJsBe/8h+mbzE/Dp6CPk/OQQ6i7z+fyUBq4T2R2VKNMxdDDqLW8qex0mE8oI6PYX6N/e3dpe1GTThtj84D7v0gDSDHgb6ykyMLY0HzCKJcIaeg/h/2LxoOjn5NDjiOd77Bfxafko/fj/PgDu//X8pvt3+kH6Rfqs/+ED8QVzCogJOwkcBTQAAfoe8snr2+hJ6UXrTe5i8o/8jQFGCbQIoAOYBFgBePn38Unt6u0q8wT3qwJkEqAhlilNKyQzyzK1KHoXzgYb9zXlAdaMzXrLjtBC28Tn4fnHDO0ZlyZrLZAvISzpI2McvRNMCEL7//RK9T/1SO3P6wvwN/NP8WrpEOgb70jzUfLv9ub/gQqhEZsVZRjaF2UUFwzxAPr2Q+4A5UHf0eHa5Lrp0u9q+DwCtwPf/8cDwgW9/Ef43/bk9QP9AgH5/kYHQRWLHXMcPB2yInEkNBjRC5EFj/0V8tviBeDD4OXgvuOv6tPzdgNhDZIROhtkJf8l6h/gGj8bTBYXCv783P1s+kjy/emD68Dtq+r76J/rw/AL9i/5rPw4BKELEQ8cD7UPMg9ADZkDm/ga9SLyOueV40bnpO318X7z9QAjCJkJzAeaBn0ELf4p86TsIete6GHpHe4S90AB1AiQFHsirCdiKvEuYyo/JEYd+A41/qHzWOuG3v/VMNa/3YDjdOm683oEZxDzGJcaziKyJL4hwh1tF3oQ0AwLCGEDpvzu93X2zvFl6vTmpeOl4rDkY+kc7pn0MAFJCyITbRZuGYQamhXTDev+A/WL7bflUtsL2nvgtuta87P3LghVE9IWwxJxDkcJ3AFW8rznq+MU4ZnjpO399/wGKhe3Jl4tNy+VOZ81dyQnFuUMl/gN5X7Z2tU11vTSK9vG5or2ngGtC/cUzh9DJqkjXCOOHhIf/xbHDagEggKw/1D0Be0H6uLo7N/u3eLf+uKL5hPvq/vsBdUP7xZhIXwlsyCGGDIPVQXZ9avkqti41NvVTNpU31fvSAHECgYRdRWZFj0TXAUC+mrycumg40jlIO0c9gIB2w4kHSkkSiu3LfIrWCRqGMcLNwBc9cTpGOUQ4K7g3+Wj7QTvuPUpA54KxA1VEm8ZUhtNHfUZyBibE8gR5A0eBf/+Zvwm+Z7wruoH5onn/+PE4zzmsu3n9KP8tQVBDwQX9BdiGQ0WuhF4BmL7mPIh7S3mzt/i4i3oc+8n9hr62/8lBM4GCwR1+ib6UPcn8gDwjPTX987/wwj3DbAbqyU1J8YgQiRBIiIW4gxVAAT1Ce9y6jXfTtyQ5D3pRO439iX8HAknETUWdxkPG3IcZxtnG0oTAg9lCgsI3wD8/Cf5VvJS8DjsGeje41vjs+Wx6tPvGvYt/4gJXRKwFpgYExi7E/UQYQrh+iry++5g7HviWOC/4y3rautd7Jv1ifwh/x/98gDbBtoFyAFjBNsFbwgIB2kEigwQGYQYjBKuFRsbXhwlE3ACQftk/dzy3OKd3F7kc+jI7KjzDf/VCjwWLBqtHUQjiB5PFc4RXhDvCMj9bPr6+8sA3/6N9nP3sf0L/THwuug97BfvLOzk6VPv/f3YB4YH+gwUE8sV/xBDCOkAnftO9LDs7ukc6gHrf++X9vz6r/7nAEH+A/11+0v1fO026y3udO6H9ID7LwC8DZUfcCI/IUMqCi5fKGQdZhIUCScBYfdf6I/foeUC64fli+h984T9MgLyA0sIvxIbFUkRBRLnFfMX6xLxD4wOKxO3CmQFCQFR//j4CO+Z6N3mzOie5WDmXuj189L8HP8kA4wKahCgDVcKugVoA0z+Dvo/9GLxLfHW83P3Mvh7+V/6QgKKAG/5yvUi9KDxcuxW54bq7+4286/8ogatE/EgxiiNK/QrPC2zKzcaXg1aB7T8tu/N5q/iAOcM6jDnue0m9fT97f1IAFAF0goyDnURuRQTFy4dBB2NHF4ZeBYNDjcEp/xv9ZPqJ+Fq4DzhIOJC4lDqhfMN/FYCSQVXCnkNagtWBkUFoADS/Fj7RfoH/TH7Lv2C/+78v/vs9ZTuJeoh56LhPuBZ407rvvQq/fIHxhFWGv8hESM3ImYnHCLLFL4POg9nCmv9rPmk/SD6xvMK9Rjwn/Df85DwVu8z9Yj71wJ4BR8LtxQHG/gacRyGHPsWoBIDDWoGev+d9vn0HvNP8Gjt5e7T7pnxZPSD8kv1Kvf0+T/8uf0w/uD/qQMOAzUDmALoAqsCi/9v/g38Mvhx9tP1n/HV7ufuL+0c7m3sJO3J8r/2Lf36ANwDQgvIFQUbdRwFIPgg+yGzHkcaiROMCOUBA/1284juXu1s6EzoRO0w9fLzzPb7/c0GeAzZCqYOyRKjGGsZ5ReCFT8V9RTtDBUG8f0I+nn12+v+6HLp1erF6wvvzPNb+o7/If7EAHgEbgO5ADL+3fzN+5r7qPiR+bT6lfrB+Rz5evpb+o72dvKc9BD0fvE58Njy8fQU9xr87QCNBAUGjgzmE38Z1h1fHWscIyFcH7gVqQun/5D3M/pg9WnjgONL8O/50Pea+Dz++AZLClgJmAdNBesJTQ1FDQoPlhJvFSgWxxT7Dr4IQv5l9SDxCOo/56bngOmM8B35iv16AEADmAPSA/H+g/ib85nw0vG78eb0QPje/vIE/wiiCPAGzgZ1AWj8KfTL7zftpOrH6GDqefDy9PL4avmQAYYIzQyBENgPBBfvH+Id/hZEGhIXmRLKDSYBNwED/Gz24vQU9D70//RX9PPyRP2F//z8+v/7AiwNmg9aDY8O9hQmF/QUow9kB50I9gPe+jb3avIy9FjzB/Tr9s342vnr+OH7I/mi+Y71Z/Ji9qP0VPaZ9fz4O/z5/yP/Qf7UAn4BHAMh/jj9zPyJ9030RvFe7zftJe1d7UXx4fQX+k8FWwvYETEW7BcVIeEmBRmlEqwXkBCZByEBhv3I/B38z/dA96/3BPYD9yn0vfRx+Vv9Cv4uA7AM4BKkFT8TVBcLGZ4WnAxbA0YCLABE+0Dz9/QV+EL6WftS+jX7d/nX+o73evRV9Mz03fOG9P34KfrH+kn7vvx7/zH+MvpK+rf86/wt+yf4Y/eD93f2UvJN8PztS/Hv9xP6+vqp/3QJEQ+EEOQSABgpF4IVLxi0E50OJwyoDKEIiAEr/y77nfno9gn1/vC78Zj3zPp8/xECkwaZC3gNAA94DgIPhA5YDUEM5ApHC9AGFgTWA20AIv1A+D72U/R79ev0GfPf9i75hfxm/CL65fyJ+zv4+/b09nT2UfXJ9kr2ffkk+qn5n/rf+Yb9Kfpy9Wj00PX784LwY/Eo86736/mS/eAD3Qw+FAIT1RIcGpMg7xnGEtAQBg9HCzAFhv+//T3+pfoa+CT4GPkj+JT05POZ+5j/5P4EA0gJIBBaFBwTdBG3Eu8TBhFsCXcAAwKdAqr7nfY2+CT8zvvU+sP5Cv1Q/Hv4W/lX+ev4g/cc+N/3sfnY+VT3FPeh9Xj3MvXG7zbwyvWt9z719/XR+aD9svvI+Fv3sPcO+1v6t/jn+goDXQrtC1ALLhAcF6oWrA+lDb8Owwt5BQwDAgXWBQoDlP5hAEcDIABa+275I/uQ/pz/AADdAVAHlAsUC/AKlAk6CpAJqQeeBL0DYQOIAscDFAONAeX/QgA8AIT+ofmM+OH78PxF+jv3cPnD+8j64vZW9oz4e/gA9kj10PZS+Of4rfgM+dn6Zfsf+2f6qviC+vf8iPqj9wz5pfs3/AD7dPyOAQ8GygSYBqUJiQp6CdEI5we8BI0CTQIABKgCFgA7AooEewPXA3ADQwKyARsCVAPWA4QCeAPEBqEIqwcvCGAIUAgoB3sFXQO8AZ0ASQCkAIABagE+AooCHQLPAGP/Xv6M/fT9uvxa/Nn8rf3v/Yb+tf5r/TL9yv35/RL9OvwU/NT8B/y7+8z7G/s5+lb5Uvg391D3EPeF9173Dfjc+PH55vrL+zf8+vzj/YP9uP0z/0L/ov44/zIAJwC9/7P/XQDp/wYA0QARAHUAYgETAnICZwM3BDkFDgZEBjAHnwdICHIIUwkwCr0Jzwh8CG0I1QdXBiwF7AT5BKwEDwRPBP8ESQW4BDMF1wSmBGoEGgNIAg0CCgI7ATkAgf9G/wb+Ef3/+z/79/nF+EL4APjF98v36vcb+CP5qfnd+en5PfqB+rb6wPoY+yv77vp0+6H7x/uq+6P7rfuu+5b7hft1+777Rfyv/Bj9+/3G/rT/wwCCAZUCKQOaA0UEmgTPBDUFiQV9BUcFcwWABUcFGwX+BPAExgSiBKsEMgWVBbYFXAaoBugGqgYhBiUG1gXzBB4EgwO6AkgC4wEtAZAASAAVAL7/6v4g/sX9g/28/O37ovuw+7z7eftJ+2n7Z/tx+2X7Nfs1+x378voQ+037DfvB+s365/rj+qj6avqG+tz6EftL+5r7E/y6/G/9Nv67/jj/8P+IAOkAOAF0Ab8BCQIWAuwB0gHxAfAB3QHuARoCdALWAiwDdgOqA+UDMwR2BGEEKAQUBDIEZQRGBD8EggSpBLsE6wTTBH4EIATCA0cDrAL7AV8BBQG0AFUA9v/C/5P/V/8I/6v+RP71/cD9hP1D/R79SP1m/XP9b/1M/S79F/3M/HH8HfzD+5j7ivuW+8b7IPyE/PX8bP3S/Tn+nf4G/2L/sP/z/zsAhADRAOAA3wDyAPgA+gD7AOEAwwDDAPAA8QAHAUABiwGqAdMBBAICAi0CjALAAtcC6AJVA44DdANiAzwDFAPNAmUCAALEAYsBZAE2AfMAwQCeAHEAQQD1/8b/nf+V/43/iv+q/8n/+f8DAO//0v+7/4T/B/+l/mH+Iv7h/bX9vv3O/eL98v0t/lz+gf6b/q/+tv7//ij/JP9Q/37/lv+p/5z/iv+b/1L/GP/3/tf+wv7S/sv+7v4Z/y3/dv+q/9j/8P8EABoAFgAgADoASQBQAG0AowDGAMEA2ADkAOIA0QCgAHQAbQBaACYAEgAaAB4ANgBFAFEAcQCPALkAywDAAKIAwwDTAKsAeQBpAG0APwAIAMX/tP+c/3j/cP9q/3T/iv+X/6v/y//r/w4ANQBLAFUAaQBeAE4ALQAGAOz/r/+G/3v/X/9C/0n/Vf9U/2v/d/96/4T/m/+h/67/xP/d//H/CQAqADYAQQBPAGMAYgBVAF4AWwBDADIAKQAgAP7/5f/u//j/AwAQABQAOQB4AKAAswDOAPAAAAH1AMkAmwBwAEwAJwDr/8j/zf/f/9X/3f/6/xMAIQAlADoASwBhAHUAmACtALUAvwDMAMEAogB0ACoA9//R/6P/Zv9U/1z/bv95/4j/r//H/+D/6f/0/+3/6f/1//r/+//7////BQAFAAYA+P/d/8//xP+t/3r/Yv9W/1z/VP9L/2n/ev+h/8D/5v8aADwAUwB0AHEAWwBTAD4AEQDo/8n/pv+Q/5z/lf+p/7f/yf/z//j/AAAQABgAHgAgACsASgBZAHQAjQCxAMIAtQCYAH8AVwAeAPr/5v/A/8r/8/8QACsARABYAGsAagBMADEAHQAQAPr/8P/0/yQAQQBQAG0AfQBuAGEAPgDq/7X/lv9w/0j/OP9B/2n/if+U/6D/sP/H/8n/1v/h/97/0v/e/93/yf/C/8X/v/+r/5z/j/+N/5X/lv+M/5r/u//O/8f/zP/g/+r/5v/r//P//P8MACcANQA2AEQARwBFAEAAQgA4AB8AJAAlACcAGwAgACgAIwAfABcAEwAVABkAGQAcADMAWgB9AJEAkwCcAJQAjABpAEEALgD1/9P/0P/H/7T/uP+7/8r/1//e/9P/5P8DAPr/BAAOACQALgAfABQADAD9/+f/1v/U/9L/1v/b/+D/8f/6//P/7//l/9f/2f/Q/8L/vf/C/97/+/8HAAsAKQAyADgAJQAWAAsA///2/9z/0//j/+b/0v/Q/9//5v/j/+3/6//u/wgAJAA2AD8AXwB7AIMAegBsAFkASAAhAA4A8//f/9v/yf/S/+j/4//n//X/+/8BAAQAEAAbACQAKAA0ADQALwAkACAAFAACAAEA/f/9//3//f/9////+f/0/+n/4f/S/9j/0v/W/9v/5P/t//X/AwAIAA0AFwAHAOf/2v/S/7//vP+n/5P/kP+P/5X/h/+O/57/p/+1/73/0f/w/w0AJwBLAGMAbwB1AGcAUAA0ABcAAADs/9f/2//i/+//+/8BAAwAGQASABQAFgASAA4AGwApAC0ANgBDAEQAQQBGAD0AMAAnACQAGwATAAsA/P/6//n/8f/t/+z/8//2/wMACgAYACQALwAyADQAJgAeABIAAgDr/9b/yv+//7j/q/+m/6P/pf+m/6b/qP+1/8r/3//q/wAAHQAuADwATgBOAEIAOwArABUABAD5//D/6f/v/+3/7v/y//L/9//6/wIAAQACAAkADwAYACUALQAzAEEASwBDAEMAPwBBADsAMgAtACMAHQAgACUAFgAOACEAKgAlACYAKgAuADgALgAqACgAFwARAAgAAwADAPH/3f/d/8r/s/+k/57/of+f/57/qP+4/8X/2P/n/+7/7/8EAAcA8f/l/+T/5f/h/9T/0//T/9j/0//I/8r/z//C/7b/xv/b/9b/0f/g//f//v/9/wgADQAMAAwACQANAAsACAAMABAAFwAgACEAHwAiACkAJAAeACIAKAApACkALgA4ADoAOQA5ADoANwAqACAAFgAVABgADgABAPr/7v/k/9n/yv/E/7r/uv/D/8T/zf/j/+r/8P/2//b/9v/4/+z/6P/j/+T/4P/d/9v/4//h/9z/2f/c/9j/1//T/9H/0//U/9j/3//g/97/2f/Z/9v/2f/Z/9//7////xIAJAA5AEwAVQBgAGMAYABTAE0ARgA8ADMAJQAjABwAEwAGAAQABAAHAAsADAAXACMALgA3ADwAPAA8ADoAKwAcABEAAwD1/+r/5f/g/9//3//n/+z/8//2/wAACQAQABIAEwATABMAEgASAAkACAABAPr/9P/v/+P/2v/Z/83/yf/Q/9H/1f/d/+z/9v/9/wUADgAVABgAGwAeACYAIgAeABwAGQARAAkAAQD7//n/8//2//r/AAAEAAwAGQAeAB4AJwAtACIAIAAjAB0AFAAOAAkABwAJAAoADAAQABIADwAMABEAGQAfACYALQA4AC4ALQA3AEQARABEAEEARgBFADIAEgD+/+v/1//F/7z/xv/O/9r/8v8MACAAJAAhAB8AFwAEAPf/BQAUABAAAQDv/9X/tv+g/5D/hP+Y/7//4f8AAA0AEQATABsACQDv//H/AwALADAAUwA8ACEAGgD6/9H/s/+u/9P/AAAUAB4AEQDy/87/tf+3/77/zP8JAE8AbABeAFcAUAA/ADMAIAAZAB8AMABHAFsAagBaACwA/P/1/wcAFQA3AFEAVwBDACYABwDy/+7/1P+u/7L/x/+b/37/rv/N/7b/w//S/77/r//P//j/3v/I/+j/4//v/woA/v/1/xgAJAD+/xcAMgAiACMAJAAUAOf/wv+p/47/T/9W/5b/pP/J/ysAdgANAVcBYQCpAQAAEP0mAJ8ACwSDA5cAGAHxAYn9ev2IAj4AvPt6+xP/TwC//6P/U/+4/rkAVwPbAucAPgLxAO4BfP4e/CP/EQHg/h79mwDEA5cHBgjuCH4KDf2i9bn4U/wCAVsCav/+/TT96/3u/m372/kfAcD9nfthAdwLKwB5+4f/sPSX9QP8pPwV+9n8jPli9SH2RfWn+vD8qv4BBKMD1AQQBiABVv6//WgAYwKDBfYEBwaABL8EHgF/+Uj8ewBHAD8C8gVdATH/RAAEAqH8J/zbAIMDRQabBEwDUANQ/+r+Gf/x//MDPwdeCqEIfwi7BdQFGAfZBVQHuAjkCokJ6gi1CakDOf4g/Ov7Rv2X+d/1vPbu9qTziPSm8k/uhe6W7t/to++t8Qn2S/wCAY0FgAveDBANDhAvEvYS8hY/Gk8bQhwrGqUUuAxDBxv+Pfsw+Ijz2PWC8y3y9/Mv9T/1VvRa9T74YAB0BbYH6w2bDyQP0A4RDV8MpQy7C4kJWAh7B0EDsP1s9oLvXuz+51jjP+C+3gDd5NnW2evc293P3KLcN95D4Grkduom81IALhXlLVU4jzUyN4M7/DSFJUsapxOIEdsQowyiBO75s+eO2iDUfM2eydTJNdIF4c/w5PgFAegIYROhII8kXyOTKTAx6TGZLwcvhSgjG+cQ8AiIAGDz+uTM4/vlt+Gu3HLXUNY92lTg0OQI6bTxlf3VBP0GEwauAwoDpgAO+1z47/Qu8qn1yPoYA6wUbSW7Jt8pXjHOMn4muBIKCbED0gAV/eP7jfhk8HDrYuDL1u3RVc3pz4PZde28BqwXHR4iJ44y5zC0KHciMiSQJWgg9yEvJKMZZgTj9uTwOOMC1OTMrNLB2sPkg+4D7LftrfPP+sf4pvWf+mf/RgbICmEMWwYQ/D/0xOwT5RTfT91j63EENBxXKM4rAjU4N1Uy/h7JC4QEOAKeBRIBjP+69/3sd+PT2hbSpcrVyqrW2OwQA2cS+RrFINcpDC/pKiIjaSPwJbkhuB+TGysQ1/0g8mrs8OP01YLL19El31PjF+dZ61PvevZh+ub9d/wo/AQArAVTDKYItgN1+zPyFe+750fmFOZR+RIWCCCQJUkoWDLOMGsfDhDj/3r+sf/n/07/t/Zj75LnEOLC1G7QZNZd3avw8gYcGvchJSLmJBsrYyvuIa8eOiCQHsUaJBK/B0L5hutK4r/dP9dN0bDYVN9U5MfuE/U392n8ZwStCAQHYwVwBjIH8wHb+iD6BPHy4pbWidk45kTwLAIBGZgsUi32L6UzDitVHkMR6AuXCtIKOAZh/hH1fuH51Q/Pxsihyu/R8uMH+9YPoBy3IsYlkiymNPsvDCnmJhQnyh9FFTIIn/i96+PeJdoy1bfNodBj2kDjZ+hh70z4dgIUChYMaxHcDoYMYQ7jBuv9yvHs5xrgEdzu2rTbOuyP/8cXfSVGKEkxZTVOMm8nehq7DokLdgrsAWv2t+l027bUadFayxzPatJk4mr7VwyGG+UfmClTNI88qj0CMQkrbySKGFQMyfzu7BLg1Npt2JPUSNAszkXWpeSh7WX2AwGaDIcXnxxGGx4UzwzdApP8HfeD6RbbntQN0+HY2uT58KQBPxgiKMEuzzOzOOgzhSnYIL4WMxDABjD6guts35vTtcqVyIjJt9Az3KvrnP2+EX4eqCjqMUc+8UN6PAkycygUH0QNTPlR6SHh+9v+1IPRx8/C1F3cDuIG6zf4AwbNEQUb4B7mHBYZ6w9hBDj7KPBM5N3YuNQz1yvZhd2+5h3/6RssISQl3y/aPkc86C7dItoUaxI1Bbr4FOZY2PTVeM3PypnKg9OZ3rnryf9cECMg5CmfMtM8okAxPUYxTiMfGB8In/VI5JzZTdXX0W/SF9VQ3ADl6+zj904Ddg5HF5wcEiDVHF8Utgx//gfva+Xt3CrVTNA21pncwuFW7tL+JBaUJrk0cDstPPc9+TXfKAYUIgGW95zpnt1b0xbMQsw8yl3QidpP4yryIwTAGOokgzSkPLU9wECFPY8xVR6cCcj4zOld2fbNw8snzkPTotpt5SfwX/pVCGETJx/eIvEh6R/vFSgMLP6t7wTfp9NX0VbRTdI32sjiOO15AG0YAilTMP4y2Tw6Q605VCjyFikI8PjQ6qvX9ctuxQjJWsqPzznge+oi+sUK0yAJK2kxRDY4POw+ADa/JWMWXglH+IrkN9VBzVXL3tCm2Cjj+u/C/L8H4hBiGcQcJRslFyAU+Qpb+2zw3uaN3f/ShNU/2WPbNOWZ7JT3QQFtExklai8dQVlGGEQHO/co2xeQ/QLoZNY7zgbIIcVPy2vSK9x859XxkQCVD8ocailkM5U4XzlRO9cyrydcG2gFr+wR3/PUpsofxurNvN0A67T2lQEKD6IZ6xzxHNQbJhgDEYAGpfnW7M/h4dbH0dfOmde839DkCfA6/ucOJg5PGCImnDLlPBk/BTwzL3wkTA/v8+vaBcsjxJC9lcA3zNLbr+xr+78IEBTNIe0ngSu+MfUydjKVK48jxxlEDTj4TuC30xvOPcoZySbVFOkx+ocIoxYRI3QmvSS1HhgUSwl+/tLvX+Nh23PVcNH00NHWRt2Z5wH0IgXyD+cZ4CYrLnIwHTVoPIA3ZiguF+kHf/GO2SPKhcIywE7DtM/I3gHu7QDBEDYd+CXILEowHjJkM5ItEyT/FDcKBf616kbZ98/e0qPT4tWb4fbyaAT6D8cZwSGlI78fPRe3DzkBOPb/6U3djddl1FnRXsxO1mvfJeyB/WUT8STgMrlDAENfO6E42S5SFx0F3ffW44nU1suoxh/JZM2P1Izf2PENBM0RpCBfLKE3hDrSNlYx9ijAHW4JBPe16LfcR9RNzdzU5N9k5yTySACwD5gXGR+SHQ8bsBlJD3n/8vBv6YDi59nP1N7UY9hW2QrfNuri9xoGlR6vMs88KEmJSf89xC78G2UBk+hR3ObPssXrxQ7MTdfD4DLszPe6BXATQRxnKSAzWzVyNbkwxSyiGrcD/fRK5JfWc88j0frXtucN9k8BTw7PFhEauhbmExEQ4giQAyv6D/Vv7Gbj5d2q2LzZB9mw3fzjjfDD/S0I+BNpIlc4cz7kPc5C6Tj9ITsLIfcl31XPAMbDwLDFq8xV3X3ruvl6CYgXLiEeJrAwpTNQLQQlrSRpHKAMO/3x8IrnJt4d1E/XnuBG5rT0ygOtD6MX9x6IHAMVwQ4oBLv5he2Z5jXkEtyK2hbdzOOj5DXkre2Y977+tAMhD+0bPytqPV5FxkatQIIsZhQc/EzhfshovvW6EL+ry4HbCuzZ+coKGhdkHiYmwyu3LvwrQSkiJZoeChahCXb4dOa33ZLYYdjK2hXdj+wvARwPthVWG7sdaBhPENcFp/tN7R3lVd9x2DzYa9rg3fbgleun9Bz/Mg2iFg4ggifGMWgzRTIFNTQtexxDBX/yv+K0z8HDQcGsxM3OqN+f8dkAXhK2IFQpWC/DLzQssCc3H+0UDRGcBpL0mexi6H7hPNsS3pLmYe/9+b0GihF5FgsaxBfvD/gHnP1L87nq6eFl3kreA+C24dvkCOoJ7W7zv/ozCysX7iChMYc8g0F5P4w0PR4KBsTwgdquyua/vr5Jyq/YI+Un9Q0HNhNGHCgkGSfQKvsqpybMHX4XqhJvCd76IOwB5M/cBtxr353nNfB7+vsKRxVgGooXjhNCD54FgfrW7cLnW+GP387e8t5S48XmIu0v8C73s/9JDpUaeCMeNSNAdD+7NZwqOhsYAHPnh9OjxonAlsMjz3bdie+w/e0LuxifIOckTCVzJCgg0h6oGu0SlgsLCET/S+4K6IXlfOI44YjmafPZAEEMWRPFFnsTSA/VB1L7iO6l5vThwN8P40Por+1D73Hz3PYg9m75z/0KCZMUJyDvL1U9zz/GMo0p0Bie+mTh4suTwNm+hsY81N7kh/loCggYgR1RJD4n2yNeIP0aMhmhEt8NcQbBAIn5Nuzb5l3lWOcf5YHv3v3OBCoOqxLfFGQSWQs+AATzy+rB5Lnfqduk4IHnHOzw7xj01fs//+H/6gdMHZQnpS4HPd4/TzTBII4OF/055pzMxsFHwtbG4dOj5R70UATWE8ccYiJpJnAnnySYIBMbVBh9EqAFbPzV9kLt29082+Dl9+r463P5ownxEJETuRQGEUMIFwGG+rXwDugV5TnkT96U3jLnO+4G77PvhvisAHsFcw76Hrsw2TysSLhGIjRYHwEDZecrz6G987Tdua3JCtoV8+EGXBXhInkpFSwZJ30mmSEMGx8TzQ5HCZYBNvpz7tbksd0X3HnhlunY85sA6A4HGkkdvhmXEuAF4/pA9LjpDuGY3SXfhuAY4FLmEu3L8rP2WvunBH4Oohq2IBcu3kMxTMlAui9oHjX/Pd8px4u2GbG8uArFrNmA8x4KpR1QKmgxmTMMMdgq9CETGr8PEAKf+l789fJe4xHg6+K45W7nvu/6+gYEZBBlFpQX7RPdD3kIbPz89EXtKugc4L3aSdmh2JreqONh9XYDkQdLE5IkzSp7IoUrwDNQNLUyCCNpDj/7iOYmzna+2rZrugvJ0NnF7dkHKCBKMcc8kD8zOSowjyRjFFYBI+9H6PnrmOs/4bLhOu1B9rP4nfdP/ckFoQ3QDwAQQxAyDcAGc/y+813r7+aC34zXM9mT3NrdgOF286IG1hcmKFEuzjM/Ofk5uS6OITsbtwqK8/rcOdXi0HLGy8O8zHjf1O3yAA0SZCC3MJE1yDWRLt4qGiKgCsj4k/H763Lh5d2M4s3qlPL3+RMD3giICskJ8wgqB20Dq/zD9PDwxvA48z7w4u4Q8HruzuhF4WPinueK8IAFqx70K2k1g0BeP0c1BSvSGXoA9ekc3GzROsoByYPR9Nls4pf0JwR5FUIe8iS+LFIwtS5aIjgdSBJ2/xfwuujv45beV+PG6Hj0mQE/CBoLWA3HDE4GggGv+zb2APGN7IfqY+oR71nvEfIZ8RXuo++j70vxlPZ7CVYh0DMnQMRGTkF6K08Zawcu7KLSXMM/wTPGI9Kb34vw3wBjDVEWqCCjJpklTiRaIw8eGxuTFQUK2vsd7efjSt9F323iO+dx8ysF/xIqFmkTlBAeDKEBg/gU8LbqAefT5VnoP+qs7bLv+/O/8s3vTvVf99v6cgMXFksuokDkSgtIuTkLIkUGpeqSzuC8zbYRvNTKyd1B9PEKgxc1HkgntCzlJ18ggB+zGpsTNw7XAhH5mO/S5j/gu94v4wPr9PdyACgOShfPFjgVgQ4wBkv5f/EH73TnwuNt4//m2ens6RrrSe+99cb1X/pUBRMPtBqcKeY4SkUsTN8+oR4iBCLuXtLpvA616rdXxGfY2u5DB/4YjiRBKS4szzHwKh8hfhkJEtEH3AAG+LvrbuY4307ed+Rt7rD1fv3GCzUS+hYhFgIPQge1/WL29+0o6v7pMun45urmdu677zfsku498hj2XwH0DeYRyxsIMbo9FkPJQ6g11Bsv/WDj0c1lu5Cz3Lazx5jcH/PPCfUbWiykNF01aDVuMn0kBxPzBWD7q/Xe6oTeONuX3ozo/O8x93r/vwdKD3ARahSrEB0JawB7+Q72/u335+HiTOMd5y3oauqS6RfvkPTZ92kEuBTUHm8l/TOuPfFAYz1HKxwNGfCN3+rMgroftb++6c9k5Dz6Ngw5ILgtljG6MpovnSxJJBURLQBc/Kb6COzX4Nbdzt9o54jzCfpk/a4GGg86E38RNw1JBVz9Vfft78fqxeau6Fjpbupa7qbui/AP8ZnwavW1B9kWfhzpLMM7yD1QOkk1aCQdB5joGtJ2w7+767xfxmjXO+wOABkVKyPFLTEz8TInLWsi8ByrD9T8OPbt88rorOIZ6LToX+tB9eD89wG1Ca8Pbw8MDL0HHAMf/JHxsOgO55Tpb+gn6yHw+/DP707yO/NT7wD69g7qHDgjUjN+QFI2CC2BKDgVL/p25P7Twcc7xFTH9dAO39btEgBEE4giOioGMPIwpyrGJssc2QxcABP2E+jX3TXhSumZ6cTr3vwPDO8OcQ6BD5oONwpeBMT6sPFI67/m9uOF4W3je+rL9Ar3hPW/+XD7zPpr/0IL6Bc1LrRBqUFzNZ8nwhdP/u3kZdABxX/DIMpM2Xfttv/uCCAQ+RkHIY8gIBr8F+oYfxsnF9gLHgnrASPxX+YO5TTkL+Y87fj3dAlME5UTfRAhDloIDvw28hLs9+fS5QPmFetj70/xlPBC8qry1O8W8sf5NAfdD5wdGDMoQpNJOULrK7YPu/bW3E/GAbsjuCDE49hE7R4CIBP6HtUjFymFKsIjlxzjF1oSvgaXAUT8LvOA67LmBOfu6rT16fwnAtwK5g/7EukQFwrT/3f4TPP36yzoCuaN5lHo3O229Ib0SfK98R3z/vLL/FQIBg3qGg4xVj+NQZA99SqvEAj4Mt4/yuW+q73oxtvb6vDmAWATyxxlIlgm8SS8Iyoe/xR0DFUGTQT5/yH04+WY5n3un/JR9Wb41QO1DeMRcA9NC6QI1/2R8znulOnB5h/nZurI7Lz0Bv38+sP1HPKG8lXul/La/y8I9hWnKBk2aTrFP0g+CCKAAi3uTtl8xvO6fL07y4/fsvCrAq0VwR+JKHwqdCfGKGIoiRlDCJUGEQWQ9WTlPOOK5d7liO14+aYCdQUlC0YRTA/ECoEC8vr88x7wbu1c5gjoLOx48bv1vPZD9gLzbPBt6xDztAFZBSAR9SpSPwBCCjwxMeAd4wVG6mrQp8N/wGnG5NW05uD4bwqgE5EbACTeJDQh+x1SGnMXtxBhCMoEAf418K/m4+ix7DntzPFz/MII9g4hDrwLeguBBQz7NPKm6+7oL+gr6LnrsPGr98z6Nvod+QP1L+5r7Lz5qwUKCZ8XajF7PZs54DjIL/kWvfyy5ObOmsLbwV7Jntaw5hL4NAp2Fq8fzCZfKbgndiKhIMcYfQmX/8H7P/WO5x7jHupl8MX1T/ymA0sIOA1xD1cJDwJy/mf6pfEm6tnqWOyD677twfL69ir40ves8pTvffGl9Zj7UwVAE4ckQDSGOXc0vC9gKfYPq/GR4PvR3sbgxorOYtpP6zH9gQi6FAsi9CdRJ7gkCiL0HucWSgid/FT2uu/m5+nk0+uN9G35LgCfCBwMbAvGCksIEAGA+mT1G/FV7lPrBupD6mPu9vNh99L45/Za9ST05fRy9yH/IwzYGDgngThXPoAuKR6mFRP/IOYm2MLNe8zU1NTgze34/HcGrgtGFEIarRu0G68bPRpbGfcUTA1nBVD7mPFn6ZfmMOvW8Ej1aPwrBxoNiwzzCvsH1gGC+672ffE27o/s1upd7EPxOPIy8nT2ivjp9Wv0DvjC/HYEMw+6GM4nTjevOqovOx8rDkX5uuOb0CHIFMut1PzjBvO8BaYT/BXRGD8euB38FacSBhF6DTkLLQjjAfv88vei8bnvY/Jo9Uz4yvuGAm8JygoQBsQDNQPp+9Hyb+7n7Bfq0ekx7Yvy/fca+mb6EPqy+aP1ge/K98IJbQ9FE/ciLDNlNY0rnB/qE84DsOot2G7Sp9G51andBupS95cEZw5KEmcaPiLVI5MdsBkPG9cR+QQfAHf8WPDt5nXo5e3T9yj6aPqHAloJdwpbCJEEfP4Q/RT6nfPn77nvd/Fq7ZPvEPZM9j3zTvMn9WrxyfDQ9p0Dfg48FrYgrS1mOhA2Zij/GkwFWvAl4CXRLMfgy5TWxOLH9J8F4RGyGbQhMSUYIhYdSBhhE1kLWAJ7/rD8QPfQ7kztxPL59tX4W/yIAXECAAaiCPoF9wK8/b34JfOH7yLtkeqp6V3t1fSM+SX+av5h/hT94/S677T3JQYXCnAQyiMgMVYwwicqITUVKQEZ7F/ePNjC0gTVjt5y6r33XgPfCykUqxwnIMAgBx4FHmQbkQ9ZBs4C2/pa6yriPufb7o/wkfbIAn8KTQxsDK8KVQWz/x35JPJC7dnsr+5P7Izu+vQM+tT8Jfuk/A/9p/ip8Xjx2PrqBMAPWxNcHw4u1Sq/HY4UzBDgAjHvU+Sg4dri++G+4iTsjvax/fICGgt7E9ga1h7RHKUf7B+jFYoHTAPVAG/yGuSV4p7u8fWh9fL71QVVC0sKQwf/A1cBbf3f9kbyd+/U8Pny+u/P76n2T/0e/Mv3jPdU+Sr3KvEW87L/zA4OFLkUcyGcLwctGh9RFMQIpfkg6iTdJdh93O/hwuOp7tT/Kge1DL0SDRrNH5QeRxuJGN4WYQ03A1L+DPlN7xvlLOjy8LD3ePpy/nMGbAojCqoGKgNoAFr9+Pjw8+3yVfOW8sHvY/CM9Rj48vaR9aP3GPok+pz3SfV7/ZYM0xNcE/4adyiMLNUg3w+oBPz6Oe1I35rdS+Mk58HrSPbXASoMuQ/DDmYSwhbMEzER4xH6Di8J6wLv/6QBv/rw7jDti/bg/gf+2fyNA3YKIgkNBAkAmv5f+0zz1e/d71DxG/Ge8D/14PmV/Ob7TfsC/MD7Qfi29z78/fq2/p8KZBAIEFUX/B/WHsccCRVdBfr5CfNS6vXikOM55l7rcPO0+lUFFQ1BErgWnBmqGQkXCxQTDysHGf5L/Bn86/SI7g/wfvXa+mMC0wMuA68G/gYKA7b+lPwH+sf28PJh8Wjz1/Kx8XbyP/cB/A79Ov3n/Ff+s/58/Of4cPtdA+sJRgpzCRoSthggEy4JYwkhDj0IP/6a93/2Kvc68YXqy+uD8sP1Pfa//RoNTxmUGxsdeR8GHgkVwglYAVT5PPFY6/jr5vGM9iX6aABkBIsDSAOLAYX+WP1p/GX6cPjX99/2SvT888b02/Sc+F7+Hv/6/jkAg//Z/jb9cvfb9+UCBAqtBZsIExF3EjQRdRDWDMoISAbNAKP5z/Rf8a3tOu4K8jbz4/WH/pMIahGvGAYdGx2IG04U0wc/AHT8vvRq7jnwMPPa9zAAvwQnA4IBDQMXAsb9WPr09nz07PTn9eX06vM/9fj2CPsB/kL/VQAkAaQA6f5W/gj+Cf1l+3r7XP9GBIwDowFVC5gUzRIpEE8P+wqPBpABGvYF8IzzwPTu7vbt0Pbc/YYD5wkbEecXUhquGCkW7g+GBwkBs/tv9rbvn+4T80j3IPsb/j8AywFtBBgENgC8/BD9Lf9G/Kv5H/oj+aP2RPRo81T0U/Yl95b5D/4yAQYDNAXlBvgFQQUcBNECYgIIAAz8mf2SAr8C4QRmCv0LWgudC8QJJQSQ/9j5QvVQ9dDzIfQC9zv/BgpoD+YQmxL3FCgR3ghjA+b+R/xn+FH2bPhF+3f89P2a/gX8S/yY/J37nPtE/Uz/0/8g/6f+0/1O+JLzGvK28ZPzj/e9+/X+qQP3BkMIygYLBBgBZP6o/Xr7yfgW+iv/rAJrBVcKEQ6bDpcOmQ9/DUUIRQKs+/72JPQn8R/ubvJU+5IB+wV3C3MTFxbsEVMMSgkWCMYCp/zF+mj7g/pc+vn6JPoS+bn4Ovn1+JX53/pP/Pz+PQHbAXMAZf1f+hn4f/b69XT4X/zy/ZEAsgR3Bc8DwQNFA1v/Pv2x+6j4OPhG+Vv65vqMAYALMg/cDvQSjxj/FcoLfgEH/fz4mPHy6bHowvFK+7QBGAhGEMgWIBfqD5kI3wTx/iD4gPUM9qr3E/kx/pABUwDF/oP/JgGWALgAvf87AOYA2f7E+qf0qvKw8aDxdfMQ9hj8BAJsBVsHogmKCVMHJAUPADL9Z/vL+Hf3WPg8/N7/dgECA9QE2AbOCwsPBQ9kD1gRVA7aBgv/g/jj9Gfx5u9O74DzjPvuAVYGBgn0DKgOcg1BCsgGKARlAWT/Zf2s+sj4/vef9z735/ZL9r/3J/rU/DwAZQPYBZIGawUFA9z/B/1v+uT3Yff99x759vrO/HD+iv5B/yAAWv+2/Wz+8v9zAb8FbgrqDlQRbRGSEJQM8QNz+yH3gvR78fjwIPW5+uYAgQeiCncL1ArQCB0FnQF8/hv8nvuK/Kj9j/0M/4YBKAIEAsIBbgE7AQEBzv/n/Tb9h/zu+pj5Cfqj+v36qPtu/Nb9ZQCQAV4BSQFBAAD/gf3k/CX8uP0NAd8C9AP4BDYFZAI+AHf/df07/WkAOwLhAnIFzgaoBEkCFwHQ/k/8mPsH/R0ArwITBGEFXQaRBKQBuf7w+sP5T/q0+6P9UQDIBP4GNQZhBbYDqv8y/F/6Ufnn+ff7NP9pAXsBOAH+/4j9lftG+gP6ovuf/vsBiAQfBVMFTgRzAbH++/zf+/D6hPzL/lAA/ABYAYsCRAIeAen/MgAZAQABqQFgA8cE3gS/BH0EQwIQ/1T80vpj+0X7RfsK/cH/FgIcA3sEAAUrBW8EVAKEANv/3v5i/X39e/1B/Tn9mv05/jP+Ev4o/1EA5P9S//3/IAFqAckAoQDEAF0ApP8m//z+tf7b/sv+Xv7w/qMAHgHWAJ4ATwBuABIAFP+g/oj/gwAEARcBVwJ5Ax8DxAHr/x//xv4q/j39SP1k/v3/bQFNArgCMAKCAaYAEgDf/+T/NACXADAAT/8B//X9YPyf+0z8Uv4IAIMBWQPHBBYF9wNcAhoAif0e/Nz7Afz7/Nb+dAApAXIBHQK9Aa0A8/+j/0n/lf+2AFkB6gF/Al8DPAOYAQoAuf4+/fz7cPvh+0b9+/5RAIQA9wCfAacBSwGkAMQAZQHMAZwBIgF+AM//3P5k/bL8u/zQ/GD9v/5YACsC0QNKBJQDxwF8//39Cv3J+5j7VP14/0MBLAMfBd8F1gQ+A30BXv8I/l39ivwU/c3+6v99AOwA+wB7APH/if8N/+/+ov/QAB4CwQIzAlUBhQBL/4T9Lvzh+2z8QP5nACQCUQMQBEUEUQOpAdX/Wf52/cT8U/xo/Gj9mf4d/+P/LAHlAeABpgHdAQMChQHZAJsAvACqAAAAXf9E/1v/MP/+/jL/sv8wAGUAcABgAPL/kv+B/2n/HP/1/lz/LgDUAA0BNAFiATcBnAAAALH/Bf85/jX+m/7J/u3+Zf/m/1cAkQBSAGcAtQBwAPH/rf/F/+7/1P+9/53/uP/s/+H/tv/I/yEAYgB6AI4AvwAAAS8BPQE9AWIBbgEIAV0Auv9C/+3+Wf7j/eH9av4v/8n/VAD5AJkBFQIcAsoBSwGfAPb/af/i/qX+lv6h/gj/qv/s/x0ApADdAMMAiwA0AMn/Vv/h/n3+f/6O/qL+D/+c/z8A1gANASIBMwEvAdAAOADP/5n/eP95/8H/OQCDAKMA1gD6AL4AGgCF/0L/b/99/5P/2v9KAMoA+gDLAJIAhwBZAP7/tf+T/3T/c/93/3X/r/8NADkAUQCDAMkACAEgAR4B/wCnACQAp/8i/3b+2v2X/bX9A/6H/i7/1/+UADABnQHZAa4BTgHYAHsAGQCh/1T/WP+j/+L/8//3/wMA4v/E/6L/n//J//j/FQBCAH8AiwCLAGYANAD8/9D/wf/E/9z/9P8HAC0AOQAwABYACQAtAGUAbQBoAJEAvACsAFQACQDX/3T///7U/t7+/P4e/2X/1P8sAF8AgQCQAHwAWwAsACcAHQD5/9L/2//s/+X/2/+9/7T/u/+t/6T/zf8KACQAQQBWAFEATgAuAPz/w/+d/5f/qP/C/+j//P8nAFgAZgBlAD4ADAD4//z/AwATAC0ATwBhAFAANAAbAPD/0P+6/7L/s//G/+n/8P/r/+3/4//g/9j/w//b/xUASABUAFwAfQCKAH8ATAARAOn/wP+X/13/Wv+A/6f/1v8PAEkAdACZAJ8AgwBaAB0A4v+1/5D/e/+G/8H/7////xoATgBnAFcAKwASAAAA5f/X/+f/BAAkAC4AMgAxACoAHQAPAAMAAQDy/+X/5//f/7L/ef9s/5r/uf/S/xYAeADUAAgBDAHtAJwAHQCc/zD/3f65/s7+DP+G/w8AiADpACYBMAEGAbwAXQAAAK7/Z/9B/zL/QP9n/5v/0f8MAEgAcQCQAKEAlgB8AFAADQDR/6//m/+V/5n/sP/j/wsAMwBOAF0AXQBYADoAEwDr/7b/jv9n/2X/jP+8/wAAQgB7AKgAswCbAGcADQDG/4T/Tf9B/1L/jP/Z/xYASwBtAIIAdgBcAEUAPgAgAPj/7P/w/9f/tf+i/5j/o/+z/9z/CgA8AGgAfgCEAGQANwAJAOr/v/+a/43/pf/G/9z/+v8aACoAKgAhAAwA/P/z/+H/z//P/+H/8v8GACAAMwA2ACwAFAD0/9D/qf+R/67/wv/Z/wEALQBVAF8AYwBZAD8AJQADAOr/2P/P/8n/2P/d/9n/3v/p//H/AAAMACIANQBGAE8ASgA4ABwA7//H/7D/qv+x/67/xf/p/xAAIwAaABQABwD2/+P/1P/T/+b/+P8LABoAOABBACAACgD0/9H/tf+Z/4j/l//E/+n/GQBKAGUAcwB8AG0ATAAlAAEA4//M/77/w//R/+X/+P8AAAwAHQAoACUAIgAwACoAHgAWABgAGwAZABgAEQAHAAgAAgD7//z/AwAHAAAA+P/p/9T/wP+4/8L/4v8HAC4AZQCLAJMAgwBhACcA6f+q/23/Uf9o/5P/1/8lAGEAhACLAG4ASgAaAOn/yf+2/8X/zv/c/+r/AgAmACkAKQAcABgAFQD///T//v8QACEAJAAuACsALgAbAAEA+v/0/93/0//G/7//vP+3/7b/0f/y//r///8VACcAMAApACcALAAbABEA9//x//L/0f+7/7T/s/+s/7X/4/8IACkARABhAHMAZQA7AA0A9f/a/9D/4P/1/wMAJwBNAFsARgAhAAMA6P/C/6v/sv/d/xYANwBpAIcAhwCOAGMACwCs/4b/gf+f/8X/2f8JAHAAsABbAP7/6f/0//b/4f/Q/9//AQATAP//8f8WAB0A6P+7/7X/yP/c/+b/9/8cADQAIAAXABEADwAEABQAOABNAGUASAAjAOj/g/9C/xz/Iv9l/7j/9v9gALgAqQCGAFcAEQDL/53/hf+T/9f/BwARABMAHQBfALwAwQBMANj/1P/6/9r/h/9N/xD/H/9A/03/cf8AAIIA1QDRAKcAZAAQAEQAhgBdABUA3//b/9j/fP8O/wf/Q/+E/63/xf8AAGUAvgD+ADQBEQGpAIIAQQC//1P/4/6U/pb+6P5L/6H/+/+QAB4BTwE1AQABBwHdADAAx/+7/5f/ev+O/7b/jP9m/6n/vP+X/7T/AgBjAKoA0AAHATIB1QA+AOX/z/90/0H/Rf8h/2b/8/9sAJgAswC6AHkAPgBhAC4Akf9H/2v/a/+N/+3/MAAgAOf/4//v/xcALwDh/7H/CwBWAEoAPgBlAEQA0v/l/3gAagCo/7D/ZABDAOT/PACiAEoAvf+U/33/SP8a/yv/EP9b/zAAuwCvAM0AIwEXAcIAeAAaAEz/tf4p/6v/m//A/0UAYgA5ACkAxv9I/03/kf+m/yUA4gAWAfUA1wDWAKkAFAB5/0f/U/9F/y3/U/+e/6T/tP8qAFoAPwBBADcAEADy/7b/ov8OAE4ARwAxANb/YP9x/9v/+v/X/2AAPwH0AAIAwv+P/2r/uv/h/9b/f/8d/2X/jP9v/6n/UwDZABwBDgG4AI4ASwDH/4L/6v9yADgAuP+7/9P/e/9M/5b/5//t/wwAbwBwAGEATAAHABMAEAC//7f/5P/9/+r/LwDDAHQAmf8Q/6f/EQB2/4T/KAA1ADkAmQDiAKQAWQABALb/yP/4/5//IP+J/yQAFQDL/53/hP9R/2f/ZQDuALMAEgFpAdsAQwBSABcANf/F/jn/wP8AAD8AHQCS/37/6f8KAMj/JQCpAKEA3QD6AMcAJwCn/+L/2P8//+v+Uf+u/+T/ZwAdAToBlgAsACMA5/+X/2v/JP96/zQAzv+k/28AFQH5AHYAeADVAIoA3f/d/xQA+f9n/17/SgAzACH/O/8bAAgAF//0/tj/fQCwAO0AJgEjAfgAdQCc/zj/y/5J/uX+tP9u/xP/mv9DAGsA6v/g/7gAAgH2/xT/Vv8tAH8AGgAAAH8ANACv/2n/Iv/5/gf/Gf+R/68AQgHrAPIA1AACAMf/1f9S/9b+O/+w/zAA/P/l/mn/KQGRAV0A1/+DAKoACwDa/xYADADm/+r/s/8RAHgAyP+l//MAFAEEAMP/7v9b/xL/kv9IAFAA3v9fAEMBqQCc//7/zwCDAEL/w/5E/5n/l//K/+//ngBjAccA7v/4/0MANABA//L+wv+v/zr/7P+EAEsAiQDQAJgAz/+Q/wEAUf9P/34AhQDf/w0AuADq//H+ef8EAK7/BgBfAOD/lv9cAEIBBwEnAPf/gABmAH3/y/6F/2oAQQDE/47/gP/F//f/lf8i/wsA/gCSAG4AuAAfAAUAegASAG7/sf9GAHf/Df/3/20AMAA2AI8AaQD0/43/5f7L/on/ZQCpAKwA5ACgANv/2f9SAEcAhP/a/hz/o//H/yIAygDVAJ8AfQA1APv/mv8L//b+qf8tAD4AQgAnACEAKAADAEQADgCh/4T/n/9NAJ4ACQCb/2AAGQFnAN3/QABGAHj/wv4s/4r/HP9O/+3/4v86AAYBCAEZAfYBfQG5/07+ef5k/0v/J/9mAI4BAgHy/9n/PwCF/7L+If+b/2v/1v9WALYAPQGeAfQAIQDCAM8A+P7Z/dX+l/8n/1v/OgCIAPcAMgGOAJD/gP/+/4cAYABgAAwBrQDV/3H/J//+/uj+wv4c/5f/aQAFAcsB5wFUAS0A3f+p/1f/U//g/k7/SgCTAEoAGgDM/9r/2v/L/1cAbQA8AG4AtgADAV4ASP9N/yQAgP9v/uH+NADAANL/O/9OAFEBeQDi/uT++/89AKIALgFYAGgA0gAZAOj/AABq/zz+3P5FAGoA4v/b/6sAhgDt/8D/PwDy/9X+Wv/cAGUAtP8YAAkAmP86ANcA5wBjAB4A0gBVAIb/7P+E//z+s/8LAKr/q//BACgB3P+c/6wAdwCN/1z/S/9p/5UAQQGlABQAngDfAEIALQAMAL7/9f/O/9f+L/9CAF0A5AAPAYkABgCk/3b/Yf+r/xz/rP4oALEAjP+Y/y4B/QALAGUAOwBo/4P//v/n/1H/Uv/D/7//yv9gADgA4f+OAN4AiP9A/ir/RwBUACf/JP8wADkAqv/D/7gALgCt/+b/vf8PAIcAdADc/8n/CQDb/7H/DgA6ABMAogAiAZsAMP+J/jD/iv/Z/0IAQAD7/9T/iABdAeMA2P+n/4r/wf8ZAKj/s/+rAMcA/f8fAEsAof+t/4n/LQCMACYA6QAfAWH/e/6N/xoAhf+s/rT/CQFpAKoA1QFRAVgAJQBj/47+Kv8mAAoAxf9gACEBSQCR/8n/i/92/53/gP92/9T/GQEoAVgARQCrAM8AbQAGAIX/Of8Q/yf/M/80/6D/VgBWAAYA7P9WAKwA6ADqAHMA+//Q/6n/Tf9p/+j/3f8+/6n/dwDY/0X/mv84ACIAjwBzAVsBcwDt////kv8V/xH/XP+9/8///P89APH/0P+YAEMBjAABAGoAvgA2AGH/Of/H//f/X/9T/z3/gP+KAKwA0v8jAEAB9QAkAPX/ZgBVADb/HP/S/4z/Dv8wAIUBywBp/03/MADz/xv/hP9ZAIgAFQGVAOn+gP7h/44At/+w/+IAmgAq/yL/7QBvAQEA/f9pAOb/1v8dALv/xv9AAFYASv+t/s7/sP9r/kX/iQGzASwACAC4ATABN/9g/zMAnf9V//v/3P/c/xgBAAFL/yj/mACVAOj+ov5NAG8A0f8kADIBhAHZACcAeP8n/9P/IQAP//H+TwAZAXcAQgCWANz/Nv+h//b/Bf/+/q8AYAEjAGb/oAAoAYcAJgDd/1D/X/+l/yL/Mv87ALkAWgDM/+L/4P+h/6D/DQBlACwAdgCxAOL/O//K/wQAZ/9x/3cA7gBQAI3/VP9Z/wEAgACl/xj/QgD9AGAAyv9AAKYAzv8f/5X///+9/2f/2f9DAA0A9f+EAKYAzv+P//T/BgDX//H/EgAPAG0AmwAaAN7/HQDm/37/qP8WABcAyf+c/48A0gCi/9L+3f+qAEoAs//j/38A+wAPAbT/7f5C/+3/WwAfABgATwD+/1b/e/+b/6D/AAB0AAMB+QBHAAQAEwDa/6r/zP/C/4b/ZP+0/0YAFQHsAbgBbgCm/2P/Cf/A/t7+pP81AB4ATgBBAbIBrQCn/1j/Mf8w/5L/nP/v/6YAkQGKAQAAbv+b/5v/g//u/1cAOwAbAGsAkwAVAJ3/nP/C/6H/V/9r/9D/7/9XAIQAQgBMAEAAsv+N/5H/xf9pAJUAVQBTAGIACwC0/6H/S/+B/1v/af+3//v/vQAaAacA9v9IANL/5P73/hYAqgBGAMj/eQAMAWIAcP+F/uL+0P+p/4//GQDAABQBWgAmAEsADAD0/w4AZgD7/7X/DAAlACz/Wv5S/3QAPwDa/6v/DQAmAVUBHwCs/2AARQCD/1D/+P9DADAAewDaABIAjP5x/rP/9P/w/tD+9v/hABkBHQFpAfQAIQBw/+T+Mv/r/wgA+/99AM0A6v8e/4b/x/9U/7T/8QBOAXsA2P8zAGMAKwD6/67/i/+3/8L/kf98/x4AfAAiADgAZgA7ANH/hP+J/83/ZgD8AEgBnwDx/7v/S/93/+H/pP8s///+Rf/X/xMAWwDyANEATAA5AM3/Rv+c/0sAqgCJACUAJQDm/2v/S/8u/03/y/+eAGsAXgBwAUABcAAWAI7/6/7U/kj/w/+5/4j/eACvAa4BcwBs/6T/CQC1/2f/sf9EAL4AYwAiAHgASgCi/zr/6f7G/qb/PQCdACoBJAGwAPv/IQDoAGUAD//u/tD/EgBk/z7/5f89AOz/5f96AK8AKADw/xUA9v+s/6L/rf/2/5IAdgDk/yoAsQBbAGX/8v6S/zYAxv+k/4kA8gB2AP3/AgD+/+P/sP+h/6j/zf8rAEUAHwAvAGsATAC3/2b/FQDVAPP/X/+C/8n/TQCLACIAsv/H/8b/CABwAAEA6f8kAPv//f8VAAEAAwDy/7T/4/8EAAEA2P/7/+T/Z/9u/+7/tgDnAHUA+/8uAEwAgf9F/7P/+f9YAKcANwC3/5L/Uv83/ycAeAHBAFD/QP/s/w8A+v8EAOb//f81ACMA5v9//3z/JAArATgBLwC7/+P/s/9f/4j/JwB2AFsAIgANABAA/v/h/5T/Lv+h/5cAPwB5/w4AzACSAHgAdQATAGX/F/9m/xgAnQCSADUA3f8QAGIAf//h/rX/fgA1AKf/ov/u/zcAQQBEAC4AHwBbAEAAuf/C/1MASwCu/6H/GgD6/5b/z/8gANn/qf9KAIAAp/9t/ykAowBdANr/vf+t//D/cACOAPz/lP/l//z/q/+K/0gAnAAdALf/4P9lAHwA9P9e/5z/AADs/+L/BAAOAO3/AAAVAA8ADAD7//j/UwBvAA4AlP9G/0j/rv+jAMYA9v/Q/ycA/P/r/0UAOwAmAGoAZQDy/63/vP+0/8D/zv/M//3/6v/D/87/y/8EAKMADQFtAID/lf9GAIkAKQDE/+//aQAsAFz/Vf/b/xMA9//i//z/CQDi/9n/CgA5AG0ACADf/6cAmQDU/3r/oP/7/9T/gv9l/xcAogDS/0T/lf8gAHwAfAAzAFAAxgBLAIb/fv/A/xAAaQCAADQArP92//X/SgA3/5H+mv9UAFEAUQCNANIAxgB5AD8AGQD2/7f/U/9x/+b/EgD6/y0AjwB+APr/zf8MAB8A4v+u/10A7wAbAJn/2v8EANf/t//7/ysAJwB1AHYAGwBeAFQAp/9u/4n/vv+l/4n/h//W/0cAXgCBAIwARwDu/9H/IgBbAGoAdABhAM3/RP9f/4z/hf/O/yMAEgC0/4n/6f/y/7f/MADeAGsAu//3/xEA5P/j/y4ARgDu/9j/DQDR/3n/pv8IAOX/2/9kANMAhADA/y//ZP/5/zwAaAAPAL7/DgBHACAA3P/i/x4AHgAWAOX/af+I/z8AdwATAAsASABWAB8A4v+M/5f/6f8AAOj/kv/Q/90AIgEVAEL/X//D/wEA9v+1/5//ZQDxAE0Apf/2/48AVADx/9z/iv92/6j/u//M//r/CQDn/97/4v/k/xwAOACbAPYAegC+/+v/tQAeAEf/oP8EAPX/gP9p/9//HwBDAIAAeQADAKz/wf8AAAAAPgDuAOIAcwARAJT/Tf9O/5//2//n/woASAAuAA8AQgBIABwAEwBPAGcA0v9s//L/CwDF/53/sP8sAGsA6/+R/7v/MAA+AOj/m/+C/8r/gwC/AKEA1wDCAPv/UP+M/7P/q//0/wwAt/91/7b//v/W/8f/7P8WAEcAVAB6AK4AcwD8/wIAOwACALT/tv/P/7f/lf/e/yYAGwBeALsAVwBe/yz/7v83AA8AQgCDAFkACgAJALv/av/L/ycA7f/S//D/FwCCAIUASwDY/7X/BwASAL7/kv/n/6wAmQCh/4X//v8xAB0A5//1/9L/sP/Q/wsA+/98/4L/AwBUACgA3/9tAEYB5wC3/yf/R/+Q/8//5f8OAF8AcgAqAJz/IP+5/5cAKQC7/18AfwC2/4H/FABjAAMAuP/w/wkAvf+L/6P/0P8TAFcAFQAEAG8AvgBoAKf/SP+8/1oANQDx/87/6f8UAO3/nP+f//D/NQBBAEMAPAD7/9v/DAAqABAAKwB3AEoAv//I/wEA9v/x//X/3f9x/4H/OgDDAEkAw/8AAEcAOgAHAPf/7f8bACMA9P/m/xMATQA0ABMA7f/L//L/xv9y/3T/5P9QAFsANQD2/+D/QQAlAM3/6/8kAEMAWwB0AB8Alv9e/0//gP/2/zoABQDc/yEAUQA2ABoADQAGABkAGwAJAAQANACCACgAp//K////9/+o/03/S/+3/14AkgA0AEcAlwBYAAEABQAAAND/zP/0/yYAEADV/9j/8//3/wAA3P+w/6z/0/89AIMAOQAuADQAAwAAAFYASQDW/8z/o/92/7///P8EABoAAAC9/6D/gf+H/+7/SACgAP8AoAD6/+j/DQDU/+X/3v/K/wYA3/+P/6v/EgAAAMn/SwC5AFEAvv/X/y0APwAVAAAA/v/q/+D/zP/b//3/HABxAMIAewANAAwAu/93/4b/u/+1/6D/LQCyAGkAHQBGAF4ALwC0/2r/2/87ADkADAAcADcAOQAmAMX/e/+u/+j/0/+x/+f/DgAUABkANgAbAOv/DABnAFgA6v+3/9z/IADm/8P/HgBdAFkAKQC4/0j/g/8KABoA0f/Y/1EAWADc/7D/3v/b/+f/SABQAAoA//8XAOb/nv/E/ycAlgBuACUADQDF/73/EAAuABMAEAA3ACkAzf+I/6H/BgCFAIwA4P+j//3/FQDH/6f/CQBSAFYAPgAAALD/tP8jADwAt/+w/20ArwAoAOD/FAAMALL/iP9a/1P/4f+ZAIAADgBJADgA2P/U//b/6/+z/9v/UgA9AM3/yv8qAE0A/v/a//f/3f+7/+f/EgAAAAgAQABRAA0Ayf/4/xkA2P+0/8//9/8YAAUA7v/4/wIAGgAEAO7/DgAJAPD/GABYAEUACAAHADQABwCl/5//4P8SAPH/0P/2/xgA+v+0/5j/zv8fADUADwAvAFoALADo/+b/+P/6//b/GwBMAAYA3P/G/7f/r//A//f/IgBVAEMAAQDr//T/7/8RABIA7P8GADQAMAAyADUACACT/1X/lv8EADMAOQBJAGQAWwA6AB4A7v/X/+v/wP9k/3z/TADUAF4Aw/8EAEMAt/8y/4j/SgBsADwAUgCLAHQA3f+6/9D/yv/m/yUAQQARAPD/NgCcAFMAl/83/5H/BwD1/9X/1v8BADwAWABrADcA//8yADkA+v/e/+D/vf/j/zQAFADJ/+z/TQAbAIn/df/T/xYAJgDX/9f/agDCAHwAvf8//4D/AAAhABoAQABQACEA2v+Y/4z/0/8cABUA+v8RAFEAWQAVABUAFQDg/9H/zf+8/8X/9f8+AGEANwD8/+n/wv+n/8v/zv/5/2QAlwB3ADsAGwDh/5T/qP+m/5X/of8MAI4AcgAIAOP/IwA3ALv/dv/j/1sAYABEAC8A7f/Z//b/wf+k/87/CgA5AEoALgD4/77/1P8aABAAs/+W/+r/cQB4ABwAMABTAOr/ff9b/2n/vf9DALsA5QDAAC4Alf8s/1v///93AEsA8v/8/+D/lf+d//n/MgBKAFgAVgAIAKP/fP/H/z0AawBqAEAA8f/s/xUAKQA8ADoADwCu/0//ff/w/wcACQA4AHsAcgDf/4//xf/0/wUAOABZACYAqv+7/zQAPQD///P/HQAaAMT/if/W/0cAdABmAC4AAgDg/6r/hf+O/9j/MwA2ABkACgAoAAAAp/+s/wkAGAAZABMAVgB/AAkApv/B/yoAMQDg/8r/5P/3//T/5//q/xcAOAAKAK3/hv8WAH8ANgAhAHUAcgDl/4P/sv/y/+X/6P8bAHcAXADG/7j/2P/v/w0AHABEAFsAOgAVAPv/AgDs/8r/t//M//f/NABmADgAu/+Q/97/EwALAAgAFgAmAF4AXgA1ABMAAADR/5//rP/g/9//uf/c/0AAMQC6/5P/9f/z/5L/wv9yAMQAhgBVAE8AIAC5/zv/MP+h/wMAJwBSAI8AiADh/0z/e/+k/63/DQCrAAgByQAxAJn/RP98/+H/EwAkAHEAlQDt/2n/eP+T/3r/jP/u/3AAyQDLAGsA3/+j/9//+v/s/y4AigBfAND/l//a/73/Q/9H/7f/BQA7AIcAwACeAEgA4P9//27/r/8BADIASAAQAMb/1/8cAPP/pP8fAGgADgDb/zMAfABUABoADwDs/6X/vP/8/woAtv+E//7/dAAHAKL/3P9MAG4ARABIAGUAVgDe/5X/uP///0kAMwDe/97/8//h//D/BwAbACAA8//7/1kAZwDb/7n/RQCDAAkAvv8IADEA4P+Y/9D/KQAzAAkA5/8LAEwAIwDc/7P/AgBRAPb/lv/R/ywAJwAFACsASADL/1L/sv9GAFcAHAALAC0AWABMAOL/hv/Y/zUA8v+W/7X/HAAcALb/4P9OAFIASQD7/5X/dP+b/+P/HgBkAE8AAgASABsADwD3/9j/y//d/xIANwADAOP/CwA0ACEA5f/v/xwA6f+y/93/4P/q/2oAeAD6/53/k/+2/9j//P8cAGEApQBcAOn/tP+H/5//OgDnAJMApv+I/9//yP+y/+b/KwBPAGsAPACq/yz/Vf8mALMAnQAhAOf/KgAKAGn/W/8hANIAPQB8/+D/YAA1AOD/6/8CAPX/EAAoAPf/xv/I/8//AAA6AB8Atf9w/+P/kQBHAOf/CwACALP/mP/V/ysAiQCJACMA2f+//8v/rP99/9j/QAA/ADwAOwDv/4r/lf8PAFkAJgAPAEIADACl/8b/JwBBADgAQwANAIr/pv88AEwAwf+U/zMAfQD9/8n/OQBcAOL/eP/F/1IAXwAAAO7/XQB5AMf/mP/a/7//mf/I/2kA0wBUANn/2v/U/7D/rP/3/2YAvwCSAP//a/9S/63/4P8YAIgAjwDk/3H/pP8AAC4AMAD2/7v/1v8WAC8ASgCLALQAWgCz/5D/9f8HAHv/ev9RALYAWACo/yr/i/8nAFMASgBKADEAAADY/8j/DwA7AAoAFwBuAEcAx/+U/5b/x//x/97/AgAlADcAJgDj/8X//f8hABsAewCNADQAEQDk/47/Xf+C/87/EwBsAIgAMwCb/y7/Yv/T/zwAfQCyAJoATgDp/3X/jP/Y/+L/3P8mAIMAZwAZAAYA8P+l/83/YQCKAM3/ZP/Q/z8A7f+1/yAAdQA4AKH/lP/S/6//xv9CAIgAYwAcAPL/uf+T/8T/MwB+AGgAAACd/3//kv/U/+//+f86AJ8AiQCm/x3/c/8XACsA/v9IAHwAJwC1/3H/mP8XAJkAgwAEANH/2f+u/5v/uv8nAIMAbABmAFMA2P+A/93/UQAqAOL/9P8tAP3/yf/0/ycAQwBVAE0A3/+M/83/IgA9ACIA/P/9/xQA4v+5/8X/9f9bAHMASQAGAMP/of+w//X/JAArACoAHADt/+r/HwAfADAAMgDx/5r/nP9HAHgA0/+L//T/QgADAIn/qP8SABoAMQBGABYA7f8mABgAwf+z/+f/HgAPAOn/+v/Y/+z/LQDu/3v/n/8dADgAFAA2AGIARgD2/83/AwD5/7r/8P9dAE8A4f+l/6v/zv8LAEsAfgBZAPf/1f+9/6X/4f8mAFAAbgA/AAsA6P++/6r/0f8hAFwAPwDp/6j/nv/K/xcAjQCdABYA3f/2/wAA1v+5/x8AfgBvAA8AzP/A/+f/IwAlAOD/r//W/w8AKwBAAEcAHQDt//z/+v/d/9L/QQDLAIYAn/9V/7//3v+h/7r/SgCbAHIA/v+0/6T/wP/u/yYAOgA2AAEA3P/f/8n/yf8AACIACQDS/8n/7/88AGgAPgAJAAMA8P+1/5r/vf8oAFoAJwDV/6H/0f8TAOn/tf/w/zYAPwASAAEAIQAOAN7/6P8RABoAFgAxACIAvP+O/8r/CgDP/57//f9QAEEA+f+g/5H/wv/7/04AWQAiAAsALAASAN7/y//S/9b/8v8cAAkA2//W//v/FQAbACoAPAD7/5P/mP/X//f/EwBhAJQAOgC5/5f/qf+4/9n/RACMAGIAAwDW/93/1//m/ygAewBqADwAKwD3/5b/av/E/0AARgAnAD8AZAAwAOb/+P8LAPH/3/8DACMAIgAlAPz/vf+//8r/1P/y/08AgAA/APP/CQAfAPr/8P82AFEACADc/w8AFwCt/4P/4/8pAAgA7v8UADoAHgDt/+z/GAA9ADMAAADq/wcAAADe/97/+v8MAAIA8/8RACcAAQAAAC0AKQD9/wMAHQAMAMH/vv/4/y8AQAA+ACYAyP+d/6j/uv/k/ycAYwBWAAIA5f/c/9f/AAArAFUATgAKANX/nv+E/7z/DQA/ADwAIQAZANT/lP+5//r/HQA3AEMAHwDV/7r/7P8HAO3/0f/i//3//f8AAPz/9f8mAGsAMwCN/1H/uv8lAB8AAAAiABEAu/+y/9X/1f/w/y0AZQBjADIA2/++/wYAOwAhAPv/BQBIACcArv+X/+j/JAAIAOv/7f/9/x0AHQAiACIAGwAOAPD/BwA4ADcA/f/O/+v/HAAAAOv/AwD9//D/8P/w/x0ATAAxAP//7f/s/wEACAANABgAGADx/7f/rv/L/83/9/87AEoAJADl/+L/IgBYAEkA7/+z/7L/0/8AADUADQDK/+b/HAAXAMH/ov8AAEoAIgAOAP7/8P/T/9H/OgB7AEwABwCv/3j/uv8kADEABwAnAFkACgCv/8v/JAAyAAAAEwA6AAAA0P/X/+f/AAAZAAIA5v/z/wMADAATAAMAAQD+/+H/8v8bACYAIAAnADAAAwDK/8n/2//h/woAPABPADIA+v/d//D/CwAGAOH/3P8mAFAAGQDo//P/FQADAPf/FAAXAPX/5//8//D/yf/q/0AAZAAsAOz/7f/7/8r/s/8AAFIAVQAkABYA/v+4/6v/4v8YADEAIgAbACMAAwC2/5b/y/8+AIAASgD9/+H/x/+v/7f/CgBaAEoACwDR/6P/o//e/y4AUQAyACoAFQDb/8X/3P/7//D/+/8sAB4A8P/m/8//uv/h/wQACwAaAD8APgD6/7n/3f8FAOP/5/8oAE4ACgC7/6P/yf/+//j/CgA3AEUAKgDn/7r/yv/r/wMATAB5AEMA5v+1/7z/0v/g//L/EwBCACYAyP+P/6//AgA6AEIASgBbACoA2/+i/5j/4P82AEAAEgD7/wIA3v/Q/wAAQwBKAEMAVQA9ANb/oP/X/xYAIgALABUANgAYANr/yv/g/wMAPwBGAAUA2//n/xMAGAASAB8AMwAsAA0A5//B/7//3v8LABUA9f/p/wMALAAWAOj/6/8HAB4AEwDq/+r/FQAvAAQAz//F//j/EAD2/9j/yv/O/+L/AAAiAA8A7f8MACQA9//V/wsAXwBpABkAvv+1/+D/EAAzACcAEwAIAO7/uv+g/8//FgA6ADQAGwAEAOn/xv/R/wIAHQBLAFEAIQDz/9b/2v/8/xkALAA9ADgAFgDk/7j/y//7/ykAWwBeABQAyf/O/wMAEQD7//j/GAAvAA0A5f/Z/+L/CAAfAB8AFQAdAAsA4P/R/+3/DAAZAA0A+P/d/+7/AADz/+v/6f/5/wQA9f8C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\" type=\"audio/wav\" />\n                    Your browser does not support the audio element.\n                </audio>\n              "
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stn_tst = get_text(\"好的。已清除对话。\", hps)\n",
    "audio_path = f'./clear_chat.wav'\n",
    "with torch.no_grad():\n",
    "    x_tst = stn_tst.cuda().unsqueeze(0)\n",
    "    x_tst_lengths = torch.LongTensor([stn_tst.size(0)]).cuda()\n",
    "    audio = net_g.infer(x_tst, x_tst_lengths, noise_scale=.667, noise_scale_w=0.8, length_scale=1)[0][0,0].data.cpu().float().numpy()\n",
    "ipd.display(ipd.Audio(audio, rate=hps.data.sampling_rate, normalize=False))\n",
    "sf.write(audio_path, audio, samplerate=hps.data.sampling_rate)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## VCTK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "hps = utils.get_hparams_from_file(\"./configs/vctk_base.json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "ename": "AssertionError",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[1;31mAssertionError\u001B[0m                            Traceback (most recent call last)",
      "Cell \u001B[1;32mIn[6], line 9\u001B[0m\n\u001B[0;32m      1\u001B[0m net_g \u001B[38;5;241m=\u001B[39m SynthesizerTrn(\n\u001B[0;32m      2\u001B[0m     \u001B[38;5;28mlen\u001B[39m(symbols),\n\u001B[0;32m      3\u001B[0m     hps\u001B[38;5;241m.\u001B[39mdata\u001B[38;5;241m.\u001B[39mfilter_length \u001B[38;5;241m/\u001B[39m\u001B[38;5;241m/\u001B[39m \u001B[38;5;241m2\u001B[39m \u001B[38;5;241m+\u001B[39m \u001B[38;5;241m1\u001B[39m,\n\u001B[0;32m      4\u001B[0m     hps\u001B[38;5;241m.\u001B[39mtrain\u001B[38;5;241m.\u001B[39msegment_size \u001B[38;5;241m/\u001B[39m\u001B[38;5;241m/\u001B[39m hps\u001B[38;5;241m.\u001B[39mdata\u001B[38;5;241m.\u001B[39mhop_length,\n\u001B[0;32m      5\u001B[0m     n_speakers\u001B[38;5;241m=\u001B[39mhps\u001B[38;5;241m.\u001B[39mdata\u001B[38;5;241m.\u001B[39mn_speakers,\n\u001B[0;32m      6\u001B[0m     \u001B[38;5;241m*\u001B[39m\u001B[38;5;241m*\u001B[39mhps\u001B[38;5;241m.\u001B[39mmodel)\u001B[38;5;241m.\u001B[39mcuda()\n\u001B[0;32m      7\u001B[0m _ \u001B[38;5;241m=\u001B[39m net_g\u001B[38;5;241m.\u001B[39meval()\n\u001B[1;32m----> 9\u001B[0m _ \u001B[38;5;241m=\u001B[39m \u001B[43mutils\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mload_checkpoint\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[38;5;124;43m/path/to/pretrained_vctk.pth\u001B[39;49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mnet_g\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;28;43;01mNone\u001B[39;49;00m\u001B[43m)\u001B[49m\n",
      "File \u001B[1;32mE:\\myComputer\\desktop\\robot\\vits-main\\utils.py:19\u001B[0m, in \u001B[0;36mload_checkpoint\u001B[1;34m(checkpoint_path, model, optimizer)\u001B[0m\n\u001B[0;32m     18\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m \u001B[38;5;21mload_checkpoint\u001B[39m(checkpoint_path, model, optimizer\u001B[38;5;241m=\u001B[39m\u001B[38;5;28;01mNone\u001B[39;00m):\n\u001B[1;32m---> 19\u001B[0m   \u001B[38;5;28;01massert\u001B[39;00m os\u001B[38;5;241m.\u001B[39mpath\u001B[38;5;241m.\u001B[39misfile(checkpoint_path)\n\u001B[0;32m     20\u001B[0m   checkpoint_dict \u001B[38;5;241m=\u001B[39m torch\u001B[38;5;241m.\u001B[39mload(checkpoint_path, map_location\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mcpu\u001B[39m\u001B[38;5;124m'\u001B[39m)\n\u001B[0;32m     21\u001B[0m   iteration \u001B[38;5;241m=\u001B[39m checkpoint_dict[\u001B[38;5;124m'\u001B[39m\u001B[38;5;124miteration\u001B[39m\u001B[38;5;124m'\u001B[39m]\n",
      "\u001B[1;31mAssertionError\u001B[0m: "
     ]
    }
   ],
   "source": [
    "net_g = SynthesizerTrn(\n",
    "    len(symbols),\n",
    "    hps.data.filter_length // 2 + 1,\n",
    "    hps.train.segment_size // hps.data.hop_length,\n",
    "    n_speakers=hps.data.n_speakers,\n",
    "    **hps.model).cuda()\n",
    "_ = net_g.eval()\n",
    "\n",
    "_ = utils.load_checkpoint(\"/path/to/pretrained_vctk.pth\", net_g, None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "stn_tst = get_text(\"VITS is Awesome!\", hps)\n",
    "with torch.no_grad():\n",
    "    x_tst = stn_tst.cuda().unsqueeze(0)\n",
    "    x_tst_lengths = torch.LongTensor([stn_tst.size(0)]).cuda()\n",
    "    sid = torch.LongTensor([4]).cuda()\n",
    "    audio = net_g.infer(x_tst, x_tst_lengths, sid=sid, noise_scale=.667, noise_scale_w=0.8, length_scale=1)[0][0,0].data.cpu().float().numpy()\n",
    "ipd.display(ipd.Audio(audio, rate=hps.data.sampling_rate, normalize=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Voice Conversion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = TextAudioSpeakerLoader(hps.data.validation_files, hps.data)\n",
    "collate_fn = TextAudioSpeakerCollate()\n",
    "loader = DataLoader(dataset, num_workers=8, shuffle=False,\n",
    "    batch_size=1, pin_memory=True,\n",
    "    drop_last=True, collate_fn=collate_fn)\n",
    "data_list = list(loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "with torch.no_grad():\n",
    "    x, x_lengths, spec, spec_lengths, y, y_lengths, sid_src = [x.cuda() for x in data_list[0]]\n",
    "    sid_tgt1 = torch.LongTensor([1]).cuda()\n",
    "    sid_tgt2 = torch.LongTensor([2]).cuda()\n",
    "    sid_tgt3 = torch.LongTensor([4]).cuda()\n",
    "    audio1 = net_g.voice_conversion(spec, spec_lengths, sid_src=sid_src, sid_tgt=sid_tgt1)[0][0,0].data.cpu().float().numpy()\n",
    "    audio2 = net_g.voice_conversion(spec, spec_lengths, sid_src=sid_src, sid_tgt=sid_tgt2)[0][0,0].data.cpu().float().numpy()\n",
    "    audio3 = net_g.voice_conversion(spec, spec_lengths, sid_src=sid_src, sid_tgt=sid_tgt3)[0][0,0].data.cpu().float().numpy()\n",
    "print(\"Original SID: %d\" % sid_src.item())\n",
    "ipd.display(ipd.Audio(y[0].cpu().numpy(), rate=hps.data.sampling_rate, normalize=False))\n",
    "print(\"Converted SID: %d\" % sid_tgt1.item())\n",
    "ipd.display(ipd.Audio(audio1, rate=hps.data.sampling_rate, normalize=False))\n",
    "print(\"Converted SID: %d\" % sid_tgt2.item())\n",
    "ipd.display(ipd.Audio(audio2, rate=hps.data.sampling_rate, normalize=False))\n",
    "print(\"Converted SID: %d\" % sid_tgt3.item())\n",
    "ipd.display(ipd.Audio(audio3, rate=hps.data.sampling_rate, normalize=False))"
   ]
  }
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